{"id":"W2255670300","doi":"10.7717/peerj.1989","title":"Sexing a sex-role-reversed species based on plumage: potential challenges in the red phalarope","year":2016,"lang":"en","type":"article","venue":"PeerJ","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Université du Québec à Rimouski; Université de Moncton","funders":"Natural Sciences and Engineering Research Council of Canada; U.S. Fish and Wildlife Service; W. Garfield Weston Foundation; Government of Nunavut; Université de Moncton","keywords":"Plumage; Sexing; Biology; Zoology; Feather; Population; Sex ratio; Ecology; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003329274,0.00009192815,0.00009509108,0.00001140871,0.0001167315,0.00002662825,0.0001707729,0.0000536785,0.0003580228],"category_scores_gemma":[0.00003947054,0.00002230695,0.00006510942,0.0001008932,0.00004828428,0.00006905737,0.00001995131,0.00008124955,0.00004051916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001892246,"about_ca_system_score_gemma":0.00000311502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004971536,"about_ca_topic_score_gemma":0.00009427114,"domain_scores_codex":[0.9991108,0.0001064476,0.0001035749,0.0002745792,0.0002298322,0.000174826],"domain_scores_gemma":[0.9997708,0.00006818044,0.00003564093,0.00007587542,0.00002400734,0.00002553751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007102878,0.0001430081,0.004357697,0.000002592411,0.00000224324,0.00001478753,0.0001898371,0.000005248586,0.8483038,0.0001203582,0.0004628524,0.1463266],"study_design_scores_gemma":[0.0003288851,0.0003809426,0.9497551,0.00002922992,0.00001100115,0.000008558184,0.001897024,0.00003417126,0.009219334,0.0001723046,0.03799856,0.0001649047],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643141,0.0001079895,0.000002442246,0.02991062,0.0001322655,0.0001470859,0.000009219587,0.00004590158,0.005330383],"genre_scores_gemma":[0.9972322,0.00007215165,0.00001035828,0.000107035,0.0004275379,0.00001150629,0.000005704816,7.681101e-7,0.002132731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9453974,"threshold_uncertainty_score":0.3920099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05526734780440477,"score_gpt":0.2276643670045654,"score_spread":0.1723970192001606,"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."}}