{"id":"W1998942183","doi":"10.1139/f07-039","title":"Modelling length-at-age variability under irreversible growth","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Insurance, Mortality, Demography, Risk Management","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formalism (music); Mathematics; Coefficient of variation; Statistics; Statistical physics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001524267,0.0004471816,0.0004204317,0.0007390111,0.0003356598,0.0008275885,0.001562686,0.001013905,0.001065511],"category_scores_gemma":[0.005637657,0.0004158569,0.0005383244,0.0005847121,0.001285947,0.001226139,0.0008450678,0.0008851072,0.0001565223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001471656,"about_ca_system_score_gemma":0.0009287915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009956083,"about_ca_topic_score_gemma":0.008318575,"domain_scores_codex":[0.9996038,0.0001086741,0.00002044701,0.0001153184,0.00008647746,0.00006525358],"domain_scores_gemma":[0.998044,0.001120726,0.0005099678,0.0001379944,0.00009954279,0.00008769453],"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":[0.000009411492,0.000009626551,0.00316418,0.00001266152,0.00001313827,0.0001059097,0.00006592069,0.9480892,0.00149997,0.04433604,0.00009667284,0.002597369],"study_design_scores_gemma":[0.000002837404,0.00000860369,0.0007063953,0.000002628498,0.000003844833,0.00002882798,0.000007839413,0.9844394,0.0002435869,0.01432398,0.0002247412,0.000007219169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2786729,0.0001750581,0.7175927,0.0003002922,0.00002998251,0.00002431178,0.0002544129,0.000173336,0.002777055],"genre_scores_gemma":[0.9721077,0.0001673438,0.02438157,0.00003709306,0.00002022653,0.0000475735,0.0001233511,0.00003616993,0.003078882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009956083,"threshold_uncertainty_score":0.01979625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03790217705457887,"score_gpt":0.2638163614749962,"score_spread":0.2259141844204173,"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."}}