{"id":"W4283690177","doi":"10.1097/der.0000000000000919","title":"Hair Care Product Hacks","year":2022,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Product (mathematics); Veterans Affairs; Medicine; Health care; Medical care; Library science; Family medicine; Dermatology; Gerontology; Art history; Art; Political science; Law; Computer science; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000511934,0.0005653357,0.0002602842,0.001365678,0.00141919,0.001688603,0.0003456927,0.001544212,0.04482938],"category_scores_gemma":[0.004330683,0.0002029471,0.0008945918,0.000830337,0.0008392224,0.001299061,0.001371996,0.002032989,0.008688015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004529995,"about_ca_system_score_gemma":0.0004850009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581524,"about_ca_topic_score_gemma":0.002229356,"domain_scores_codex":[0.9984446,0.0001796525,0.00007924632,0.000163324,0.0008075435,0.0003255286],"domain_scores_gemma":[0.9978624,0.000465762,0.0005264764,0.0004403161,0.0003946012,0.0003104435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007419656,0.001136923,0.07881913,0.0008992106,0.0003178358,0.0902811,0.002467474,0.0002093156,0.04273064,0.01169437,0.1124373,0.6582648],"study_design_scores_gemma":[0.0000897369,0.0009603368,0.1007831,0.0008899528,0.0002578288,0.3399071,0.00329623,0.0006519175,0.02237319,0.0049708,0.5257301,0.00008959838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4957233,0.01444008,0.008175557,0.01343162,0.005067714,0.0007078291,0.001244286,0.002711378,0.4584982],"genre_scores_gemma":[0.8242723,0.005068304,0.002667492,0.009874866,0.00108064,0.00007454601,0.0005268828,0.0003311474,0.1561038],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04482938,"threshold_uncertainty_score":0.1499692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022745866324259,"score_gpt":0.2381483685913644,"score_spread":0.2279209099281218,"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."}}