{"id":"W7081987901","doi":"10.1016/j.ecolmodel.2025.111331","title":"A mechanistic stage-structured model for estimating maturation, mortality, and recruitment parameters of three economically significant fish species in Canadian waters","year":2025,"lang":"en","type":"article","venue":"Ecological Modelling","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; International Development Research Centre","keywords":"Fish <Actinopterygii>; Ectotherm; Coastal fish; Fishing; Diversity of fish","routes":{"ca_aff":false,"ca_fund":true,"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":[0.001472704,0.0006921755,0.0007417144,0.0006633274,0.000782455,0.001019903,0.003278442,0.001417583,0.001892737],"category_scores_gemma":[0.00307768,0.00108209,0.0008598886,0.0007294251,0.001136473,0.0006985285,0.0007520589,0.0009259828,0.000214975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004989821,"about_ca_system_score_gemma":0.007109392,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6341251,"about_ca_topic_score_gemma":0.6530204,"domain_scores_codex":[0.9996458,0.00007660084,0.00001558994,0.0001111524,0.00004055407,0.0001102745],"domain_scores_gemma":[0.9990278,0.0004262109,0.0001731231,0.00004374329,0.0002343676,0.00009466563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006388259,0.00002582225,0.009327247,0.00001653275,0.0000504888,0.00003959258,0.00006030294,0.9843799,0.0004268321,0.002503775,0.0002516079,0.002854015],"study_design_scores_gemma":[0.00001504188,0.00001577918,0.004480657,0.00000404486,0.00002328171,0.00001264947,0.00002103787,0.9940654,0.0000593977,0.001143687,0.0001464159,0.00001250482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7987974,0.0003140742,0.1953582,0.000582933,0.00003028728,0.0001643195,0.001748755,0.0002865723,0.002717523],"genre_scores_gemma":[0.9851025,0.0001163035,0.01066372,0.00005395157,0.000007511217,0.0001111802,0.0005575128,0.00002166039,0.003365667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3658749,"threshold_uncertainty_score":0.7360592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1213009246675304,"score_gpt":0.279552769246006,"score_spread":0.1582518445784756,"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."}}