{"id":"W4406571898","doi":"10.1016/j.abdp.2024.05.008","title":"10.1016/j.abdp.2024.05.008","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":"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008956759,0.0001654577,0.0003061018,0.00007519015,0.00006782468,0.00001357526,0.0001083783,0.00005763174,0.9979113],"category_scores_gemma":[0.0000388747,0.0001463306,0.00008290494,0.0002303016,0.00005439685,0.00004158296,0.00005174343,0.0001366707,0.9936928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009590675,"about_ca_system_score_gemma":0.00004939647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003117873,"about_ca_topic_score_gemma":3.98863e-7,"domain_scores_codex":[0.998973,0.00001969955,0.0001817265,0.0002736225,0.0002445593,0.0003074616],"domain_scores_gemma":[0.9993351,0.0000470476,0.00002287325,0.0003713965,0.00004650278,0.000177085],"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":[0.0001639709,0.00004173959,0.000005251926,0.00001550558,0.00005982964,0.00004838947,0.00003402648,0.000003081692,0.00002332263,3.763853e-7,0.6283081,0.3712964],"study_design_scores_gemma":[0.0006106353,0.0003864978,0.001280062,0.00006179715,0.00006573169,0.00007871784,0.000003030482,0.00001566656,0.0001650119,0.000004488426,0.9971701,0.0001582805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001112108,0.0006672425,5.043681e-7,0.001525768,0.000005757847,0.0002942485,0.00001217929,0.0001148003,0.9962674],"genre_scores_gemma":[0.0003985549,0.000002567775,0.0002462247,0.0001607121,0.0004273526,0.00004332339,0.000008241481,0.00003881333,0.9986742],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3711382,"threshold_uncertainty_score":0.5967188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00797103055284213,"score_gpt":0.2067353310516435,"score_spread":0.1987643004988014,"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."}}