{"id":"W4406564151","doi":"10.1016/j.abdp.2024.11.014","title":"10.1016/j.abdp.2024.11.014","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Health Education and Validation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Art; History","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":[0.000458725,0.0000518128,0.00006945967,0.00004814592,0.0002787334,0.00005640947,0.0001304247,0.0000519618,0.9991368],"category_scores_gemma":[0.0001381488,0.00005479245,0.00002484995,0.0002971659,0.00003309546,0.0001076713,0.00000651989,0.00005103358,0.9950622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007817095,"about_ca_system_score_gemma":0.0002290487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020878,"about_ca_topic_score_gemma":0.0000216363,"domain_scores_codex":[0.9991888,0.0001322388,0.0001271016,0.0001284452,0.0001962259,0.0002272082],"domain_scores_gemma":[0.999512,0.00006633943,0.00002174659,0.0001174696,0.0000515957,0.0002309039],"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":[0.000004420564,0.00002324993,9.118539e-7,0.000001969279,0.000001097822,1.325439e-7,0.0009087151,0.000003594575,0.000001349645,0.00003357218,0.5334772,0.4655438],"study_design_scores_gemma":[0.00005336689,0.00001844529,0.0001069516,0.000005603989,0.00000287799,1.78398e-7,0.00004766913,0.00001503804,0.000005765789,0.00001645538,0.999657,0.00007068781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001136642,0.00001105085,8.344926e-7,0.008812722,0.000009850127,0.0001906989,0.000003159972,0.00009443544,0.9897406],"genre_scores_gemma":[0.0004532571,7.157399e-7,0.00006644682,0.0002777497,0.0004146294,0.0000199371,0.000008797792,0.000007220473,0.9987512],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4661798,"threshold_uncertainty_score":0.2234371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03197495144029555,"score_gpt":0.3141750176150973,"score_spread":0.2822000661748018,"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."}}