{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"5e2401fbbd3e","filters":{"venue":"Progress in marine science and technology"}},"results":[{"id":"W4413197014","doi":"10.3233/pmst250053","title":"Modeling Adaptive Technologies and Clean Fuels Towards Climate-Neutral Shipping","year":2025,"lang":"en","type":"book-chapter","venue":"Progress in marine science and technology","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Profitability index; Flexibility (engineering); Investment (military); Environmental economics; Sustainability; Greenhouse gas; Fossil fuel; Engineering; Operations research; Business; Waste management; Economics; Finance","authors":[{"name":"Phoebe Koundouri","is_ca":false},{"name":"Angelos Alamanos","is_ca":false},{"name":"Christopher Deranian","is_ca":false},{"name":"Olympia Nisiforou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01351176449390679,"gpt":0.2441384413012268,"spread":0.23062667680732,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006859035,0.0003533111,0.0004150915,0.0008873589,0.000392353,0.00006908346,0.0007850332,0.0005224944,0.0001419279],"category_scores_gemma":[0.00005858616,0.0003133108,0.00003068498,0.0007161532,0.005156609,0.000230045,0.003349553,0.0007531333,0.000007426817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467266,"about_ca_system_score_gemma":0.00009076623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007015271,"about_ca_topic_score_gemma":0.0001868722,"domain_scores_codex":[0.9974777,0.000005207371,0.0003834341,0.001088429,0.0003491568,0.000696148],"domain_scores_gemma":[0.9993291,0.00001703529,0.00009143648,0.0004431457,0.00004561194,0.00007360544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001211731,0.00002385964,0.01918841,0.0000492181,0.000003912649,0.00004295374,0.00002983315,0.00002361972,0.00002096308,0.09545757,0.000009185457,0.8851383],"study_design_scores_gemma":[0.001521469,0.001134997,0.006643343,0.002055183,0.000166497,0.0002546752,0.002338635,0.1186832,0.001966754,0.8487627,0.01325941,0.00321309],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1493049,0.002701618,0.0002201629,0.004515903,0.0002161985,0.001371172,0.00002659492,0.00120033,0.8404431],"genre_scores_gemma":[0.9824,0.002497099,0.009594981,0.00004658725,0.000008639699,0.00006226379,0.000004420515,0.00002263184,0.005363407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8819253,"threshold_uncertainty_score":0.9999319,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413196922","doi":"10.3233/pmst250079","title":"An Overview of the Shipbuilding Labour Market: The LeaderSHIP EU Project","year":2025,"lang":"en","type":"book-chapter","venue":"Progress in marine science and technology","topic":"Technology Assessment and Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Innovation Cluster (Canada)","funders":"Universidad de Deusto; Naval Group; Universitatea 'Dunărea de Jos' Galați","keywords":"Shipbuilding; Sustainability; Curriculum; Engineering; Resource efficiency; Business; Resource (disambiguation); Engineering management; Knowledge management; Public relations; Political science; Economic growth; Economics; Computer science","authors":[{"name":"Tatiana Pais","is_ca":false},{"name":"Gianmarco Vergassola","is_ca":false},{"name":"M. Gaiotti","is_ca":false},{"name":"Cesare Mario Rizzo","is_ca":false},{"name":"Joona Valtanen","is_ca":false},{"name":"Sami Kivelä","is_ca":false},{"name":"W. Lenarduzzi","is_ca":true},{"name":"M. Hauninen","is_ca":false},{"name":"A.H. Laot","is_ca":false},{"name":"Patrick Gilles","is_ca":false},{"name":"M. El Faziki","is_ca":false},{"name":"M. Nechita","is_ca":false},{"name":"I. Popescu","is_ca":false},{"name":"J. Thormodsæter","is_ca":false},{"name":"K. Severeide","is_ca":false},{"name":"A. Mendibil","is_ca":false},{"name":"Faustino Miguélez","is_ca":false},{"name":"Juan Antonio Campos","is_ca":false},{"name":"J. Sánchez-Beaskoetxea","is_ca":false},{"name":"David Boullosa-Falces","is_ca":false},{"name":"Alessandra De Rossi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04209862251372989,"gpt":0.3022527394369057,"spread":0.2601541169231758,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000785273,0.000229726,0.0002721469,0.00093413,0.0001360448,0.00003981034,0.001604695,0.0003233269,0.00003057436],"category_scores_gemma":[0.00004434204,0.0001485605,0.00003215953,0.0009497509,0.002316482,0.0001102887,0.001367434,0.0007067111,6.727618e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007655851,"about_ca_system_score_gemma":0.0001065803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005288447,"about_ca_topic_score_gemma":0.00007555182,"domain_scores_codex":[0.9987447,0.00001219911,0.0002565294,0.0003667097,0.0002667891,0.0003530785],"domain_scores_gemma":[0.9989984,0.00002947023,0.000100969,0.0007837393,0.00007416583,0.00001326893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001877666,0.000009540122,0.007763898,0.0002764701,0.00001967771,0.000004153093,0.00001891096,0.000001250117,0.00001944278,0.6425446,0.0002885557,0.3490517],"study_design_scores_gemma":[0.001004876,0.0003849973,0.02493383,0.002654906,0.0002377755,0.00005144754,0.001156135,0.004745512,0.003656894,0.4742637,0.4854994,0.001410479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0257756,0.04865446,0.00008689507,0.03303575,0.002330637,0.006158302,0.00003489124,0.003013869,0.8809096],"genre_scores_gemma":[0.9505722,0.005291672,0.00271132,0.000239652,0.00004289568,0.0003151419,0.000002846596,0.00005654496,0.04076775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9247966,"threshold_uncertainty_score":0.8535173,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4413197037","doi":"10.3233/pmst250072","title":"Advancing Safety and Sustainability in LNG-Powered Vessels: Insights from Romania’s First LNG Bunkering and Commissioning","year":2025,"lang":"en","type":"book-chapter","venue":"Progress in marine science and technology","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Project commissioning; Context (archaeology); Sustainability; Business; Engineering; Publishing","authors":[{"name":"Florin Octavian Barbu","is_ca":false},{"name":"Eugen Rusu","is_ca":false},{"name":"Liviu-Constantin Stan","is_ca":false},{"name":"Costel Ungureanu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003148590035750938,"gpt":0.2171391938565357,"spread":0.2139906038207847,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005756901,0.0003217488,0.0004785042,0.00060214,0.0004612972,0.0000673359,0.0004617912,0.0003435556,0.0001995847],"category_scores_gemma":[0.0002017863,0.0002930776,0.00001713019,0.0006138163,0.003135171,0.0002908495,0.002503378,0.0006413482,0.000001146622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003396246,"about_ca_system_score_gemma":0.0001219766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005964234,"about_ca_topic_score_gemma":0.002348964,"domain_scores_codex":[0.9975916,0.00001251936,0.0004731936,0.001101883,0.0003155914,0.0005051701],"domain_scores_gemma":[0.9991745,0.00009847067,0.0001253685,0.0004229992,0.00004123036,0.0001373888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005042412,0.00008431256,0.4903062,0.0001751135,0.000004799932,0.0001580093,0.0002887285,0.00001677038,0.00004193381,0.04927899,0.00001066877,0.459584],"study_design_scores_gemma":[0.002001045,0.0004454485,0.3879964,0.002370208,0.00005747583,0.00006227131,0.001010531,0.007103453,0.0002130574,0.3089659,0.2880355,0.001738586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.461172,0.01043082,0.0001137163,0.007529889,0.0002787446,0.002442652,0.00002408013,0.0003882025,0.5176199],"genre_scores_gemma":[0.9918631,0.001572361,0.002897942,0.00002891606,0.000008360825,0.00003042076,0.000007919219,0.00001744542,0.00357353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5306911,"threshold_uncertainty_score":0.9999521,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}