{"id":"W2561314971","doi":"10.11124/jbisrir-2016-003261","title":"Collaboration and evidence based innovation in Australasia","year":2016,"lang":"en","type":"article","venue":"The JBI Database of Systematic Reviews and Implementation Reports","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Critical appraisal; Evidence-based medicine; Health care; Journal club; Scientific evidence; Engineering ethics; Psychology; Criticism; Medical education; Alternative medicine; Medicine; Engineering; Political science; Epistemology","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":[],"consensus_categories":[],"category_scores_codex":[0.01614787,0.00008379438,0.0003263497,0.0001786786,0.000216942,0.0000176145,0.00006334903,0.00002786992,0.0001890934],"category_scores_gemma":[0.004532229,0.00003932394,0.00001149322,0.0007353262,0.0000620194,0.0007169147,0.00003710187,0.0000682404,0.000008599342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008114607,"about_ca_system_score_gemma":0.0004645169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004836597,"about_ca_topic_score_gemma":0.0004609596,"domain_scores_codex":[0.9955614,0.001473424,0.002237865,0.0001983546,0.0003198898,0.0002090705],"domain_scores_gemma":[0.9965187,0.001287593,0.001469153,0.0003671045,0.000293329,0.00006409336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005877786,0.00007801583,0.4735332,0.416409,0.00001862354,0.000009039341,0.01057442,7.069997e-7,0.03274351,0.005915761,0.04129563,0.0193634],"study_design_scores_gemma":[0.002680335,0.0005457225,0.5337793,0.3830851,0.0001553688,0.00007307732,0.05149216,0.0006154817,0.00214081,0.001899058,0.02291734,0.0006162893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692923,0.003367139,0.002324627,0.009586938,0.0003536323,0.01497196,0.00002922329,0.00001083241,0.00006335407],"genre_scores_gemma":[0.99285,0.003982239,0.0007045894,0.0004073452,0.00004804601,0.0018405,0.00003129584,0.00000488196,0.000131072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06024608,"threshold_uncertainty_score":0.5596563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3107905177659032,"score_gpt":0.5607314269764972,"score_spread":0.2499409092105941,"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."}}