{"id":"W4406571883","doi":"10.1016/j.abdp.2024.02.017","title":"10.1016/j.abdp.2024.02.017","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; Dermatology","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":[0.0000898405,0.000167131,0.0003070066,0.00007414018,0.00007439301,0.00001567924,0.0001176415,0.00005772157,0.9981127],"category_scores_gemma":[0.00004283407,0.000150005,0.0000813009,0.0002061104,0.00005519186,0.00004474706,0.00005405637,0.0001382203,0.994348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009544463,"about_ca_system_score_gemma":0.00004983558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003199137,"about_ca_topic_score_gemma":4.851905e-7,"domain_scores_codex":[0.998969,0.00001776138,0.0001811067,0.0002797216,0.0002408353,0.0003115966],"domain_scores_gemma":[0.9993007,0.00004749323,0.00002442561,0.0004040698,0.00004661971,0.0001767296],"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":[0.0001869782,0.00004352591,0.00000807321,0.00001636909,0.00006159858,0.00004090327,0.00003471869,0.000003175403,0.00002252461,3.292546e-7,0.6318253,0.3677565],"study_design_scores_gemma":[0.0006080701,0.0003652012,0.00178857,0.00006556174,0.00007124602,0.00005215404,0.00000309679,0.00001679116,0.0001970527,0.000005432367,0.996664,0.0001628565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001346393,0.0004429832,4.03977e-7,0.001502613,0.000005251385,0.000291817,0.00001328462,0.0001191092,0.9962782],"genre_scores_gemma":[0.0006084223,0.000002120009,0.0002417631,0.0001870081,0.0004568197,0.00004477434,0.00000835525,0.00003948713,0.9984112],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3675937,"threshold_uncertainty_score":0.6117024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007750846812695715,"score_gpt":0.2075828755593833,"score_spread":0.1998320287466876,"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."}}