{"id":"W3034720016","doi":"10.1007/s40152-020-00188-w","title":"Commentary 9 to the Manifesto for the marine social sciences: global processes of governance and change","year":2020,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Manifesto; Corporate governance; Political science; Environmental ethics; Sociology; Public administration; Management; Law; Economics; Philosophy","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":[0.01304442,0.00140485,0.001798521,0.001310619,0.008550254,0.008816687,0.00632732,0.08831518,0.01210621],"category_scores_gemma":[0.05309781,0.001162009,0.002445725,0.001838255,0.009751651,0.008736865,0.005649993,0.08431212,0.005918664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01196852,"about_ca_system_score_gemma":0.02397334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08081526,"about_ca_topic_score_gemma":0.1337053,"domain_scores_codex":[0.9874105,0.00334632,0.0007899369,0.002138922,0.004185239,0.002129056],"domain_scores_gemma":[0.9629069,0.02522791,0.001519774,0.0008024888,0.005814588,0.003728412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002456733,0.00000768614,0.0000537408,0.00007987792,0.000006120368,0.00008727353,0.0003468397,0.00002579459,0.00007396926,0.007896994,0.9902261,0.001171135],"study_design_scores_gemma":[0.00008479736,0.0000200494,0.0005846746,0.000567009,0.00003148389,0.00007654129,0.001171708,0.0001290937,0.0002741308,0.01145132,0.9855327,0.00007643013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009079217,0.0006975821,0.00006612815,0.9711279,0.02651596,0.000008674813,0.0001036153,0.00001476587,0.001374409],"genre_scores_gemma":[0.001147632,0.0002929966,0.00009178841,0.9845019,0.009297951,0.00003205418,0.00002812345,0.00002418285,0.004583378],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08831518,"threshold_uncertainty_score":0.1606897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071860346098603,"score_gpt":0.3010368364145115,"score_spread":0.2303182329535255,"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."}}