{"id":"W6969221168","doi":"10.5281/zenodo.6967182","title":"D.3.2.1. Report on implementation challenges for MRV","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Croatian; Certification; Association (psychology); Register (sociolinguistics); Production (economics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02202161,0.0008502161,0.0005242637,0.001162588,0.001486508,0.00776087,0.002849819,0.002754633,0.02758395],"category_scores_gemma":[0.02300333,0.0005077382,0.001125534,0.001034238,0.000748835,0.004825037,0.00321773,0.004410999,0.01617386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00537317,"about_ca_system_score_gemma":0.01124985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03160258,"about_ca_topic_score_gemma":0.01592042,"domain_scores_codex":[0.9750611,0.004330072,0.0009367832,0.002182806,0.01410108,0.003388083],"domain_scores_gemma":[0.9644731,0.005513244,0.00126198,0.003651814,0.02301987,0.002079979],"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":[0.0007143134,0.0007817825,0.01799417,0.002463939,0.0001085827,0.0008230527,0.00405874,0.01054411,0.02780534,0.06348564,0.3243993,0.546821],"study_design_scores_gemma":[0.00003448587,0.0005636978,0.01518824,0.0008599362,0.00003366928,0.0004496964,0.002740462,0.003622971,0.01627058,0.00241778,0.9577026,0.0001158791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.129194,0.01057057,0.1731752,0.05680723,0.007944399,0.003713025,0.01726733,0.01390436,0.5874239],"genre_scores_gemma":[0.5074056,0.008045046,0.1143179,0.01428386,0.001034672,0.002402658,0.04803947,0.004533354,0.2999374],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03160258,"threshold_uncertainty_score":0.1164628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03961853428423327,"score_gpt":0.2683682455215783,"score_spread":0.228749711237345,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}