{"id":"W4404583067","doi":"10.26686/nzjhsp.v1i3.9649","title":"Abstract: Harnessing evidence and knowledge to move to practice","year":2024,"lang":"en","type":"article","venue":"New Zealand journal of health and safety practice.","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Knowledge management; Data science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1455748,0.001545178,0.002663624,0.008674617,0.003961924,0.0245824,0.004928839,0.008795178,0.0127253],"category_scores_gemma":[0.2220906,0.001220648,0.002305869,0.004701057,0.01710056,0.02525323,0.02366241,0.01087164,0.004440137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009045924,"about_ca_system_score_gemma":0.04410863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002529236,"about_ca_topic_score_gemma":0.00316661,"domain_scores_codex":[0.8451745,0.1149077,0.01052697,0.005801814,0.02065141,0.002937622],"domain_scores_gemma":[0.7218321,0.2112647,0.01017096,0.02312572,0.02597349,0.007633021],"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":[0.000182433,0.0005038971,0.005116774,0.02848503,0.0006905468,0.0009450297,0.03497931,0.001666593,0.001575113,0.2375049,0.06360199,0.6247485],"study_design_scores_gemma":[0.000285396,0.000591519,0.003533727,0.1326038,0.0005877493,0.0007426333,0.03589103,0.001487598,0.002240208,0.4233119,0.3985372,0.0001873071],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02224972,0.07854922,0.1723963,0.5217339,0.01043576,0.003815266,0.0007231091,0.0008032056,0.1892936],"genre_scores_gemma":[0.4374245,0.07511434,0.4116782,0.05379429,0.004433537,0.004359972,0.0007107297,0.0003721183,0.01211231],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1455748,"threshold_uncertainty_score":0.7698821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337569366739879,"score_gpt":0.5256361102991541,"score_spread":0.3918791736251662,"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."}}