{"id":"W4411658479","doi":"10.51847/vdoxnr9","title":"10.51847/VdoXnr9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tooth discoloration; Computer science; Dentistry; 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":[0.0007993361,0.0001083648,0.0001377798,0.0001143878,0.0004937822,0.00002173936,0.0002824005,0.000107202,0.9991314],"category_scores_gemma":[0.0004221069,0.0001051423,0.00003486042,0.0003682074,0.00003418046,0.0002196559,0.00008395685,0.0004445432,0.9990215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210103,"about_ca_system_score_gemma":0.0004123841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003244488,"about_ca_topic_score_gemma":9.051504e-7,"domain_scores_codex":[0.9982362,0.000361394,0.0002745495,0.0002464722,0.0003467643,0.0005346008],"domain_scores_gemma":[0.998751,0.0002960196,0.00004874088,0.000453668,0.0001363594,0.0003142489],"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":[0.0001539574,0.0001247652,0.0001037808,0.00002826786,0.00001253969,0.000003574029,0.0003477479,0.000003528612,0.00004611236,0.000007301284,0.2193621,0.7798063],"study_design_scores_gemma":[0.0002532087,0.00006254525,0.007656901,0.00002485313,0.000008154875,0.000002964073,0.00005773115,0.00003020984,0.000004494394,0.000008942098,0.9917777,0.0001122596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01370226,0.00005970235,2.555092e-7,0.003388921,0.00001965562,0.0006347341,0.00001487957,0.0001313353,0.9820483],"genre_scores_gemma":[0.0005748985,0.000001905996,0.00006800585,0.0006524627,0.0003611899,0.0001753031,0.00003105641,0.00003578218,0.9980994],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.779694,"threshold_uncertainty_score":0.4287578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04522704007014518,"score_gpt":0.418725523779562,"score_spread":0.3734984837094168,"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."}}