{"id":"W2161978021","doi":"10.18438/b8603r","title":"Learning From Others About Research Evidence","year":2012,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science; Cognitive psychology","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":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009990847,0.0001083718,0.000126227,0.0003343208,0.001950196,0.0002316989,0.0003037758,0.0001552151,0.003369249],"category_scores_gemma":[0.03503544,0.00009141959,0.00002195157,0.001017075,0.0001578768,0.3137169,0.0001738195,0.001603877,0.00274423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007268939,"about_ca_system_score_gemma":0.001737624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004006694,"about_ca_topic_score_gemma":2.92907e-7,"domain_scores_codex":[0.993423,0.004046549,0.0005940195,0.0001749856,0.0008712412,0.0008901556],"domain_scores_gemma":[0.9679741,0.03046333,0.0003493099,0.0002954752,0.000263836,0.0006540011],"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":[0.002338595,0.0001807157,0.4957765,0.001721732,0.00002783625,0.00000240143,0.05741512,0.0001761478,0.0004123693,0.1129201,0.2412758,0.08775265],"study_design_scores_gemma":[0.0001557746,0.0001468851,0.132002,0.001385351,0.000005206676,9.984517e-7,0.02212569,0.002023407,0.0001158517,0.00009546053,0.8418364,0.0001070133],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.368591,0.01743289,0.005349868,0.5271692,0.003183008,0.003383029,0.00001944961,0.0005551453,0.07431641],"genre_scores_gemma":[0.9029642,0.01034633,0.007605812,0.07549578,0.001263144,0.0003036572,0.00005250372,0.00001545279,0.001953094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6005605,"threshold_uncertainty_score":0.9993491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2312107202995408,"score_gpt":0.5183033789370322,"score_spread":0.2870926586374913,"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."}}