{"id":"W4296433178","doi":"10.1097/dad.0000000000002251","title":"Unruly Hair With Irregular Cross Sections: Challenge","year":2022,"lang":"en","type":"article","venue":"American Journal of Dermatopathology","topic":"Hair Growth and Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health Authority","funders":"","keywords":"Medicine; Library science; Family medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002620691,0.0001266184,0.0004492934,0.0002712486,0.0001924033,0.000009277635,0.0001408223,0.00002373516,0.0001256301],"category_scores_gemma":[0.00004529774,0.0001020814,0.0001295699,0.0003929972,0.0004427588,0.00008555997,0.00004910809,0.0004987197,0.000007719193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000685799,"about_ca_system_score_gemma":0.0002837988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001228885,"about_ca_topic_score_gemma":0.000004448048,"domain_scores_codex":[0.9987077,0.0001872047,0.0003634054,0.0001482358,0.0003179736,0.0002754879],"domain_scores_gemma":[0.999029,0.00004949387,0.0003753447,0.0002026742,0.0001522543,0.000191169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.003818505,0.001504917,0.9333658,0.00008933424,0.0003342625,0.01836717,0.00651674,0.001999313,0.0008154617,0.001704366,0.00232718,0.02915691],"study_design_scores_gemma":[0.009006495,0.02313219,0.1685167,0.00006928427,0.0003523494,0.6528969,0.03022001,0.00009983143,0.0006375728,0.001159845,0.1133615,0.0005474449],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896996,0.0008768552,0.001294902,0.005434888,0.0002098817,0.0001002642,0.00000458907,0.00002785597,0.002351138],"genre_scores_gemma":[0.9963282,0.00006831873,0.0009753364,0.002361718,0.0001030803,0.00001466478,0.000003226043,0.00002464814,0.0001208445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7648492,"threshold_uncertainty_score":0.4162759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005547319290317678,"score_gpt":0.2571249551323337,"score_spread":0.2515776358420161,"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."}}