{"id":"W4406571942","doi":"10.1016/j.abdp.2023.03.002","title":"10.1016/j.abdp.2023.03.002","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Dermatology; Medicine; Melanoma; Cancer research","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009081388,0.0001683187,0.0003087144,0.00007537757,0.00007412129,0.00001410445,0.0001154102,0.00005925952,0.9983087],"category_scores_gemma":[0.00004320684,0.0001519033,0.00008044995,0.000243177,0.00005501376,0.00004473691,0.00005306926,0.0001331447,0.9972404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009610748,"about_ca_system_score_gemma":0.00004403895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003452894,"about_ca_topic_score_gemma":4.994657e-7,"domain_scores_codex":[0.9989442,0.00001965375,0.0001878521,0.0002815826,0.0002459935,0.0003207602],"domain_scores_gemma":[0.9993118,0.00004851448,0.000024285,0.000385894,0.00004947937,0.0001800233],"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":[0.000201941,0.00005127834,0.00000596603,0.00001637037,0.00006642752,0.00003983843,0.00003106361,0.000003853499,0.00002976085,4.227707e-7,0.6423519,0.3572012],"study_design_scores_gemma":[0.0006652611,0.000352812,0.001627466,0.00006024409,0.00006645074,0.00004740275,0.000002986692,0.00001956243,0.0001846719,0.000004797064,0.9968035,0.0001648929],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001264272,0.0005100299,3.39472e-7,0.001509792,0.000003663351,0.0002967819,0.00001512639,0.0001104971,0.9962895],"genre_scores_gemma":[0.0005166504,0.000002081377,0.0002527925,0.0001931643,0.0004385677,0.00004668837,0.00001100123,0.00003583737,0.9985032],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3570363,"threshold_uncertainty_score":0.6194438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008260836527631387,"score_gpt":0.2056359676726863,"score_spread":0.1973751311450549,"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."}}