{"id":"W4247602860","doi":"10.1016/j.cub.2011.03.025","title":"Isabelle Côté","year":2011,"lang":"fr","type":"article","venue":"Current Biology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Conservation biology; Biology; Marine biology; Ecology; Biologist; Environmental ethics; Zoology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006120233,0.001204286,0.0006745787,0.001235853,0.001584512,0.002063977,0.0008610983,0.001680036,0.5448918],"category_scores_gemma":[0.002470756,0.0003381328,0.0003148835,0.0007018948,0.0004524948,0.001378976,0.001829915,0.001751762,0.3460518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006669813,"about_ca_system_score_gemma":0.0008087465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003063653,"about_ca_topic_score_gemma":0.006107624,"domain_scores_codex":[0.999521,0.00005648117,0.00001510044,0.0001801778,0.0001567487,0.00007037902],"domain_scores_gemma":[0.9988594,0.0002062101,0.00007027625,0.0001343087,0.0003376588,0.0003921025],"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":[0.000122662,0.00005635648,0.0006354396,0.000274406,0.00001228324,0.0003958839,0.0001217083,0.0002084014,0.002463013,0.01106378,0.6566197,0.3280264],"study_design_scores_gemma":[0.000003243449,0.00001034679,0.0003336662,0.00003671243,0.000002272744,0.0001856551,0.00002704871,0.00002623924,0.0001891643,0.0002826821,0.9988998,0.000003202945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00363303,0.05099899,0.006527017,0.0338351,0.03835263,0.0001501028,0.001548515,0.002221907,0.8627327],"genre_scores_gemma":[0.006021514,0.005772483,0.001046011,0.00223982,0.001562683,0.00003793426,0.0002123746,0.0002533164,0.982854],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4551082,"threshold_uncertainty_score":0.6491566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0783883968503579,"score_gpt":0.2717503166702843,"score_spread":0.1933619198199264,"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."}}