{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006865633,0.0008377044,0.0005462575,0.0004595674,0.0002683451,0.001468058,0.0007186391,0.001486822,0.002566223],"category_scores_gemma":[0.002056568,0.0004174638,0.0007594639,0.0005172993,0.0007733867,0.0009441966,0.001135418,0.001156287,0.0002731166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011639,"about_ca_system_score_gemma":0.001328154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01139647,"about_ca_topic_score_gemma":0.005699843,"domain_scores_codex":[0.9997075,0.0001503555,0.00001017138,0.00004964888,0.00004395636,0.00003838947],"domain_scores_gemma":[0.9994203,0.0003944374,0.00006700389,0.00002669046,0.0000625473,0.00002914665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005175149,0.000004418268,0.0001316783,0.000009656877,0.000004978929,0.00001217828,0.000006609812,0.995371,0.00007123486,0.003676654,0.00007380894,0.0006326631],"study_design_scores_gemma":[0.000005770784,0.000007033818,0.00007558801,0.000004862794,0.000004012024,0.000003342764,0.00001039509,0.9935243,0.00007563222,0.00572791,0.0005585473,0.000002593403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2471793,0.000915462,0.7131494,0.002230957,0.0001525325,0.0001323499,0.0009477179,0.0004174996,0.03487486],"genre_scores_gemma":[0.9285246,0.0005247662,0.06265415,0.0002244604,0.00005157042,0.0002279901,0.000381377,0.0001402335,0.007270948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01139647,"threshold_uncertainty_score":0.02266026,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002903858,0.0003961454,0.0002213666,0.001753441,0.0008690514,0.003223818,0.0006340744,0.001024945,0.008331093],"category_scores_gemma":[0.0009964325,0.0001443701,0.0001739938,0.003169121,0.0006030219,0.001515638,0.0025037,0.0006492324,0.002074939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001447559,"about_ca_system_score_gemma":0.003546197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005864371,"about_ca_topic_score_gemma":0.005601958,"domain_scores_codex":[0.9985261,0.0004999114,0.00005016299,0.0001083993,0.0004111743,0.0004043079],"domain_scores_gemma":[0.9994155,0.0001798256,0.0000664547,0.00003000202,0.00009989379,0.0002083584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003345865,0.0005578896,0.03053205,0.001812292,0.00004162322,0.001067547,0.009298782,0.001946001,0.001692134,0.1218999,0.1171561,0.7136611],"study_design_scores_gemma":[0.0000215752,0.0002405416,0.08098516,0.001165428,0.000006245484,0.000338082,0.01824337,0.0007293825,0.0006694454,0.00512632,0.8924459,0.0000284314],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4225633,0.1453863,0.005703078,0.0404145,0.001896773,0.0004836081,0.006421848,0.0002915152,0.3768391],"genre_scores_gemma":[0.7835529,0.07170818,0.006249368,0.003711909,0.0006211292,0.0005944285,0.006624993,0.0002110017,0.1267261],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.008331093,"threshold_uncertainty_score":0.0278703,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001230745,0.0002412201,0.0001773864,0.0005349044,0.001885119,0.003844979,0.0005031475,0.0006628557,0.002183169],"category_scores_gemma":[0.001055484,0.0001367929,0.0002219175,0.001094766,0.002585067,0.001436702,0.001957221,0.00145737,0.0004400977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004055478,"about_ca_system_score_gemma":0.0031204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00621785,"about_ca_topic_score_gemma":0.01134831,"domain_scores_codex":[0.9993057,0.0002406298,0.00002412625,0.00009449765,0.0001595202,0.0001754666],"domain_scores_gemma":[0.9997479,0.00009884246,0.00004912043,0.00002453703,0.00005015095,0.00002942164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001760713,0.0001714551,0.02199159,0.001213124,0.00002930125,0.006116534,0.08682229,0.004460674,0.009772941,0.4030536,0.02569203,0.4405004],"study_design_scores_gemma":[0.000005113672,0.0002215506,0.03421944,0.0008941562,0.00001269258,0.001221438,0.04611466,0.0008263977,0.0039679,0.01368294,0.8987936,0.00004010543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4255585,0.01549003,0.005647991,0.008639098,0.0004406837,0.00006516253,0.00009253923,0.00006108145,0.544005],"genre_scores_gemma":[0.9332786,0.01318779,0.003291162,0.001219484,0.0001000337,0.00003008484,0.0001109386,0.00006690264,0.04871511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00621785,"threshold_uncertainty_score":0.02942473,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}