{"id":"W4407610041","doi":"10.1139/cjfas-2024-0256","title":"Habitat-dependent life history","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Habitat; Life history; Ecology; Geography; Biology; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0004692904,0.000303372,0.0002699178,0.0005894416,0.0003497881,0.0005212166,0.0004498415,0.0002703595,0.01075527],"category_scores_gemma":[0.002278695,0.0001317362,0.0004467925,0.0005558928,0.0002865157,0.0005784577,0.000466548,0.0004016719,0.002205836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004426212,"about_ca_system_score_gemma":0.0001898906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375754,"about_ca_topic_score_gemma":0.003719367,"domain_scores_codex":[0.9998129,0.00003555042,0.00001433631,0.00006821856,0.00003806707,0.00003104606],"domain_scores_gemma":[0.9989439,0.0002680912,0.0002812084,0.0002013447,0.0001649087,0.0001405958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002972101,0.00023342,0.5479463,0.0009496594,0.0005392944,0.0006262085,0.000903305,0.01002804,0.04534341,0.0591491,0.008014448,0.3259696],"study_design_scores_gemma":[0.00001298225,0.0003187565,0.9342897,0.00007655286,0.000157488,0.00173136,0.0001738641,0.005993849,0.002647271,0.01743135,0.03711117,0.00005572256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8061628,0.01022461,0.04451565,0.0007117655,0.0001683324,0.0002942847,0.01425351,0.0002626535,0.1234064],"genre_scores_gemma":[0.9760922,0.001682254,0.004523566,0.0002259974,0.00004864315,0.0001087145,0.003414089,0.00003314714,0.01387138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01075527,"threshold_uncertainty_score":0.03597999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03377819947233795,"score_gpt":0.2118840595832048,"score_spread":0.1781058601108669,"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."}}