{"id":"W4256039173","doi":"10.2345/i0899-8205-40-2-97.1","title":"BIOMED Roundup","year":2006,"lang":"en","type":"article","venue":"Biomedical Instrumentation & Technology","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005032723,0.0001510927,0.0002582599,0.0005576271,0.0006983157,0.000006445347,0.0002630956,0.0008713176,0.001361907],"category_scores_gemma":[0.0001549738,0.0001377173,0.00004796666,0.001163491,0.0005513533,0.0001111861,0.0001173407,0.000664788,0.001273622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003508922,"about_ca_system_score_gemma":0.0002705399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001209653,"about_ca_topic_score_gemma":0.0002708121,"domain_scores_codex":[0.99752,0.0002701836,0.0009000181,0.0003292648,0.0003553731,0.0006251931],"domain_scores_gemma":[0.9989749,0.0002022134,0.0002502279,0.0003247201,0.0001237924,0.0001242065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001226779,0.0004996703,0.147843,0.0004947285,0.0000571423,0.0000384651,0.0009049755,7.242588e-7,0.01881174,0.5937087,0.05916664,0.1783516],"study_design_scores_gemma":[0.002902566,0.0002705759,0.06294404,0.0001622395,0.00002409643,0.00001738018,0.008777621,0.0001378063,0.001229014,0.1150946,0.8080772,0.0003628464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8634571,0.0001604173,0.004722197,0.1198168,0.002257346,0.0009093559,0.00008393553,0.001213266,0.00737956],"genre_scores_gemma":[0.9929683,0.00003970327,0.002746399,0.0020792,0.0004633318,0.0002633616,0.0003991866,0.00001959206,0.001020966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7489105,"threshold_uncertainty_score":0.999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06028083459165796,"score_gpt":0.4393903759769608,"score_spread":0.3791095413853029,"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."}}