{"id":"W4402575670","doi":"10.1146/annurev-marine-021523-105524","title":"Insights Gained from Including People in Our Models of Nature and Modes of Science","year":2024,"lang":"en","type":"review","venue":"Annual Review of Marine Science","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Simon Fraser University","funders":"","keywords":"Ecology; Ecosystem; Marine ecosystem; Novel ecosystem; Environmental ethics; Schema (genetic algorithms); Environmental resource management; Biology; Environmental science; Computer science","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":[0.004348305,0.001418446,0.001428138,0.003870931,0.0008982093,0.004631448,0.001321799,0.00290031,0.005677922],"category_scores_gemma":[0.006558884,0.0005265293,0.0008809235,0.00349141,0.005699391,0.01102397,0.002964871,0.005194526,0.001948585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002170467,"about_ca_system_score_gemma":0.004912097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005898963,"about_ca_topic_score_gemma":0.007149583,"domain_scores_codex":[0.9983227,0.000942754,0.0001470433,0.0002099058,0.0002944214,0.00008310559],"domain_scores_gemma":[0.9933079,0.005464279,0.0002577122,0.0003369527,0.0004373146,0.0001958635],"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":[0.00004923892,0.0000410538,0.0007514188,0.01844309,0.0002246297,0.0002309547,0.002754921,0.002184418,0.0005291572,0.4945786,0.01726056,0.462952],"study_design_scores_gemma":[0.000009758424,0.00003733135,0.0006798849,0.01255939,0.0001503587,0.0004247476,0.001012956,0.0003150516,0.0001881085,0.1428243,0.8417534,0.00004475005],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005820079,0.9679134,0.006672894,0.006719079,0.000932906,0.00001779268,0.00005563164,0.00003296682,0.01707322],"genre_scores_gemma":[0.01032344,0.9824865,0.003080006,0.002089179,0.0006612915,0.00005250912,0.00006035405,0.0000170965,0.001229667],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005898963,"threshold_uncertainty_score":0.02299631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03169110319822908,"score_gpt":0.3400083622635434,"score_spread":0.3083172590653143,"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."}}