{"id":"W4240394791","doi":"10.1093/oso/9780197540534.001.0001","title":"Conserving the Oceans","year":2021,"lang":"en","type":"book","venue":"","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Environmental science; Geology; Geography","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":[0.0002673844,0.000502336,0.0002183451,0.0008088578,0.001664579,0.003376675,0.0004830175,0.001182946,0.04636282],"category_scores_gemma":[0.0005535806,0.0001692072,0.0002120402,0.0007532294,0.002156616,0.001948163,0.001578863,0.001954737,0.01305719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002532095,"about_ca_system_score_gemma":0.001860465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007559981,"about_ca_topic_score_gemma":0.02244252,"domain_scores_codex":[0.9997423,0.00005098534,0.000005623011,0.00005062901,0.0001278046,0.0000227432],"domain_scores_gemma":[0.9998264,0.00006313877,0.00001173705,0.00002231735,0.00004817399,0.00002831252],"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":[0.000007664675,0.00001598446,0.0001420216,0.0001076158,0.000002567185,0.00003447885,0.0006884309,0.0002416618,0.0003154138,0.2247671,0.6940805,0.07959653],"study_design_scores_gemma":[6.541571e-7,0.000002856086,0.00007643884,0.00005281777,5.40451e-7,0.00001909794,0.00007658346,0.00003106128,0.00003888559,0.005831977,0.9938682,9.81419e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005540448,0.01127216,0.001044121,0.007183972,0.002842407,0.00001988478,0.0001036669,0.0001020908,0.9768777],"genre_scores_gemma":[0.007261815,0.006329173,0.0009447801,0.003139443,0.0009164879,0.00002817516,0.0001171486,0.00008616693,0.9811767],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04636282,"threshold_uncertainty_score":0.1550991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009848396688079445,"score_gpt":0.1827701541267613,"score_spread":0.1729217574386819,"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."}}