{"id":"W4296703655","doi":"10.1101/2022.09.20.508658","title":"Armor reduction and pelvic girdle loss in a population of threespine stickleback <i>(Gasterosteus aculeatus</i> ) from western Newfoundland, Canada","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada; Universities Space Research Association; Parks Canada","keywords":"Stickleback; Gasterosteus; Population; Biology; Three-spined stickleback; Fishery; Fish <Actinopterygii>; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001786974,0.0001852441,0.0002036692,0.0008782771,0.001137589,0.0004899706,0.0003738031,0.0001749589,0.001360888],"category_scores_gemma":[0.0003781426,0.000166237,0.0001732292,0.0007060018,0.0006588101,0.0001506783,0.0003451867,0.0002548229,0.0001689813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003078349,"about_ca_system_score_gemma":0.001484255,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.856117,"about_ca_topic_score_gemma":0.9507756,"domain_scores_codex":[0.9998261,0.00001099521,0.000008531156,0.00005375032,0.00004441433,0.00005616405],"domain_scores_gemma":[0.9996063,0.00002231955,0.00009589302,0.00002175213,0.0001277443,0.0001259628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007930982,0.0000216323,0.9926057,0.000006876203,0.00003548051,0.0001362765,0.0008095833,0.00004726565,0.003130311,0.00001854646,0.0002345643,0.002874443],"study_design_scores_gemma":[9.971844e-7,0.00001192042,0.9993601,0.000001503817,0.000003963511,0.00005150842,0.000365313,0.00003304203,0.00006826902,0.000002203851,0.00009935053,0.000001825068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995093,0.00001776911,0.0000347502,0.00001060654,0.000001039768,0.000003378823,0.0001975219,0.000001836838,0.000223738],"genre_scores_gemma":[0.9991166,0.00001929525,0.00008098379,0.00001779746,8.409801e-7,0.000003943047,0.0002686123,0.000001486705,0.0004904364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.143883,"threshold_uncertainty_score":0.2894608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007898098432718189,"score_gpt":0.1934320867414494,"score_spread":0.1855339883087312,"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."}}