{"id":"W4322761729","doi":"10.1016/j.jad.2023.02.140","title":"Utilisation and application of implementation science in complex suicide prevention interventions: A systematic review","year":2023,"lang":"en","type":"review","venue":"Journal of Affective Disorders","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"Griffith University; Australian Government","keywords":"Psychological intervention; Systematic review; Psychology; Medicine; MEDLINE; Psychiatry; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1592811,0.002085123,0.01167075,0.01973857,0.001955064,0.01059034,0.003433446,0.004558372,0.00378456],"category_scores_gemma":[0.4138604,0.003057497,0.01202718,0.02435273,0.003890823,0.01081818,0.004844444,0.004469882,0.0004255098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01334988,"about_ca_system_score_gemma":0.06670944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008317229,"about_ca_topic_score_gemma":0.01964619,"domain_scores_codex":[0.756915,0.1362774,0.0608792,0.00551951,0.03865888,0.001749909],"domain_scores_gemma":[0.4983873,0.4238419,0.04198807,0.009125182,0.02543085,0.001226768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000147338,0.00004997449,0.001050393,0.9010589,0.005310698,0.00004590874,0.001188386,0.0002043895,0.00007314637,0.001149506,0.0007638946,0.08895746],"study_design_scores_gemma":[0.0001645976,0.0001526272,0.001720482,0.9761534,0.01320345,0.000097486,0.0005684823,0.0002277204,0.0001309259,0.000617636,0.006922029,0.00004115286],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002190578,0.9876382,0.002439615,0.001508158,0.00036942,0.004496004,0.0002814888,0.00003551359,0.00104106],"genre_scores_gemma":[0.04432266,0.9340521,0.01064864,0.001299617,0.0002075863,0.008985937,0.0002856378,0.00002489301,0.0001728835],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1592811,"threshold_uncertainty_score":0.8423691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5898173730150561,"score_gpt":0.7245601319766413,"score_spread":0.1347427589615852,"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."}}