{"id":"W2051478693","doi":"10.1139/f09-039","title":"A novel statistical method for validating the periodicity of vertebral growth band formation in elasmobranch fishes","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Fisheries and Aquatic Sciences","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Akaike information criterion; Statistics; Mathematics; Goodness of fit; Sample (material); Binomial (polynomial); Growth model; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008993449,0.00005108995,0.0001290112,0.00004274707,0.0002107851,0.00003337027,0.0001558782,0.00003106269,0.0001108822],"category_scores_gemma":[0.0005100173,0.00003193794,0.00002080745,0.0001283212,0.0005717798,0.0002484311,0.000007468771,0.00006401699,3.684291e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002456238,"about_ca_system_score_gemma":0.00008603503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005732812,"about_ca_topic_score_gemma":0.03388283,"domain_scores_codex":[0.9993985,0.00005082702,0.0002329074,0.00007158476,0.00007971055,0.0001664339],"domain_scores_gemma":[0.9995335,0.0002394227,0.0001089697,0.00003125069,0.000008921575,0.00007794794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001287888,0.00007197198,0.7901624,0.00004386048,0.00002379521,0.00001814496,0.0158907,0.0003422539,0.01170034,0.01369113,0.005720542,0.162206],"study_design_scores_gemma":[0.0009158464,0.001757748,0.927357,0.00004516478,0.00003332307,0.0003404993,0.003339962,0.02237119,0.002264253,0.03989902,0.001493303,0.0001826704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960883,0.00003874155,0.03353711,0.004189813,0.00008845794,0.00009083597,0.000005919253,7.294228e-7,0.0011654],"genre_scores_gemma":[0.9785549,0.000005041629,0.0209663,0.000445627,0.00001432574,0.000001153413,6.507253e-7,9.240341e-7,0.00001106393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1620233,"threshold_uncertainty_score":0.9837463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951618269811561,"score_gpt":0.2497649574253065,"score_spread":0.2302487747271909,"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."}}