{"id":"W2600074624","doi":"","title":"General discussion III","year":2006,"lang":"en","type":"article","venue":"ORCA Online Research @Cardiff (Cardiff University)","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; University of Alberta","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003858316,0.0003876451,0.0006243889,0.001881987,0.00330332,0.00008684708,0.001194168,0.0005028447,0.001704817],"category_scores_gemma":[0.001073958,0.000317664,0.0003984181,0.003130724,0.0006147964,0.0009404978,0.001618056,0.003277947,0.002118238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002765152,"about_ca_system_score_gemma":0.003147012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008072875,"about_ca_topic_score_gemma":0.0006607223,"domain_scores_codex":[0.9891872,0.00417622,0.0005934208,0.001051017,0.002530401,0.002461787],"domain_scores_gemma":[0.9952162,0.0007860504,0.0002077779,0.001358327,0.001406391,0.001025273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002061614,0.003498223,0.4656744,0.000641372,0.0005796389,0.001376583,0.002419186,0.0002701215,0.01362332,0.04367925,0.4426493,0.02352702],"study_design_scores_gemma":[0.002447874,0.0001160904,0.1677324,0.0001041127,0.00005209599,0.00001211792,0.01236011,0.0003326611,0.0000961924,0.000826898,0.8155363,0.0003831395],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6822827,0.0002943693,0.0002985644,0.01221346,0.001044777,0.001995634,0.0003511429,0.0003279938,0.3011913],"genre_scores_gemma":[0.4107633,0.0008461567,0.0006966193,0.0001985064,0.003523258,0.0000316822,0.001048001,0.0001325749,0.5827599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.372887,"threshold_uncertainty_score":0.9999275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053302928412926,"score_gpt":0.4885844519937758,"score_spread":0.3832541591524832,"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."}}