{"id":"W4377100168","doi":"10.1242/jeb.246007","title":"ECR Spotlight – William Bugg","year":2023,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Miller; Environmental ethics; Fish <Actinopterygii>; Acipenser; Library science; Lake sturgeon; Ecology; Gerontology; Biology; Sturgeon; Fishery; Medicine; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004535102,0.0008379108,0.0005818629,0.001229669,0.003089113,0.004865244,0.001020662,0.003691588,0.04362101],"category_scores_gemma":[0.01015722,0.0005186714,0.0003641754,0.0006088943,0.002040407,0.003095325,0.003282311,0.006247221,0.02245189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002906026,"about_ca_system_score_gemma":0.00446063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00727902,"about_ca_topic_score_gemma":0.01492288,"domain_scores_codex":[0.996101,0.0006899232,0.0001192746,0.0008909499,0.001778678,0.0004202451],"domain_scores_gemma":[0.9892088,0.0009264955,0.0003840287,0.0004688119,0.003752175,0.005259721],"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":[0.00001832727,0.00001204017,0.0001249322,0.00001478728,0.000001757815,0.0001311153,0.0001056965,0.00001774772,0.0002225898,0.001044348,0.9885603,0.00974648],"study_design_scores_gemma":[0.000003352869,0.00001565194,0.0003562537,0.00003309876,5.619052e-7,0.000155752,0.0001951171,0.00002094405,0.00007036218,0.0003678103,0.9987732,0.000007859502],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004123433,0.02702934,0.001591157,0.6684574,0.2090051,0.000152037,0.0004941992,0.0006609238,0.0884864],"genre_scores_gemma":[0.02132495,0.009288129,0.001853939,0.1963859,0.02934858,0.0001813905,0.0003560458,0.0007555441,0.7405055],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04362101,"threshold_uncertainty_score":0.1459268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386494345700682,"score_gpt":0.2714501605625287,"score_spread":0.2575852171055218,"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."}}