{"id":"W3120316354","doi":"10.15273/dmj.vol47no1.10726","title":"Acne: Advocating for holistic support","year":2021,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acne; Limiting; Yield (engineering); Quality of life (healthcare); Health care; Psychology; Sociology; Medicine; Nursing; Political science; Dermatology; Engineering","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":[0.0003765461,0.0001154741,0.0001403393,0.00002689574,0.0001786723,0.00005532265,0.000198201,0.0001568136,0.0005590194],"category_scores_gemma":[0.001813896,0.0001096453,0.0001607011,0.000055755,0.00008847332,0.000002922004,0.00008185577,0.0001600612,0.000011256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001090696,"about_ca_system_score_gemma":0.0009589963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001195851,"about_ca_topic_score_gemma":0.00001115765,"domain_scores_codex":[0.9987268,0.00006246334,0.0003008558,0.0002360771,0.0003574212,0.0003164102],"domain_scores_gemma":[0.9988249,0.00003153317,0.00008082764,0.0001986515,0.0002939835,0.0005700856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006850926,0.001657259,0.01362178,0.000438972,0.0004263493,0.001638953,0.0003457883,0.00004945892,0.2624945,0.0005287939,0.5680873,0.1500258],"study_design_scores_gemma":[0.005651664,0.0006685946,0.005747683,0.0001202131,0.0001714417,0.003528429,0.0005459866,0.0002040325,0.06907221,0.002874481,0.910851,0.000564282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8826626,0.006018456,0.09933165,0.004865484,0.002680747,0.0002712753,0.0001772238,0.00003621955,0.00395634],"genre_scores_gemma":[0.9796072,0.001541614,0.005122144,0.00529945,0.005981059,0.00002403485,0.0005859503,0.00004654192,0.001792027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3427637,"threshold_uncertainty_score":0.612087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02053028788432323,"score_gpt":0.3117101607240568,"score_spread":0.2911798728397336,"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."}}