{"id":"W7024486139","doi":"","title":"Rural suicidology: Towards a unified and developmental systems approach.","year":2023,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Spectroscopy and Quantum Chemical Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Rurality; Operationalization; Suicidology; Context (archaeology); CLARITY; Rural area; Rural health; Rural management; Perspective (graphical)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007686706,0.000427401,0.0005319963,0.004521588,0.001854265,0.004587455,0.001881394,0.001580435,0.001788217],"category_scores_gemma":[0.009055247,0.0004272268,0.0006425657,0.002789195,0.005908077,0.005779189,0.007120683,0.004370975,0.0003281438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038079,"about_ca_system_score_gemma":0.02351988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02950769,"about_ca_topic_score_gemma":0.05596205,"domain_scores_codex":[0.9971981,0.00175928,0.0002093184,0.0002411962,0.0003928221,0.0001992876],"domain_scores_gemma":[0.9931335,0.002462952,0.0008056902,0.000281073,0.001638096,0.00167879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004578948,0.000183495,0.05186326,0.005857712,0.0001676323,0.002356235,0.1344164,0.001012329,0.000596362,0.2938581,0.05765388,0.4519888],"study_design_scores_gemma":[0.00002772859,0.0002655573,0.08143505,0.01184062,0.0001531678,0.00644077,0.1709051,0.003446776,0.000380421,0.273333,0.4516438,0.0001280747],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07353482,0.3407541,0.04029173,0.4985199,0.00319055,0.0004486601,0.0004396876,0.0002907484,0.04252973],"genre_scores_gemma":[0.6004193,0.3039872,0.06162813,0.02243629,0.001419113,0.0005531814,0.0005741396,0.0001203343,0.008862368],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02950769,"threshold_uncertainty_score":0.07531828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043075077029623,"score_gpt":0.2355069820312277,"score_spread":0.2150762312609315,"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."}}