{"id":"W4416131654","doi":"10.1080/15710882.2025.2578457","title":"Co-designing a family-forward initiatives toolkit for public safety organizations","year":2025,"lang":"en","type":"article","venue":"CoDesign","topic":"Family and Disability Support Research","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Memorial University of Newfoundland; Queen's University","funders":"","keywords":"Work (physics); Qualitative research; Action (physics); Event (particle physics)","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":[0.04241901,0.0009821698,0.0005512814,0.0025525,0.007142495,0.003600671,0.002383551,0.001301296,0.005085689],"category_scores_gemma":[0.0489661,0.0007540043,0.001353366,0.001331352,0.004513286,0.003672404,0.009418678,0.001722752,0.0008173278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01479697,"about_ca_system_score_gemma":0.07362364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0474681,"about_ca_topic_score_gemma":0.1397717,"domain_scores_codex":[0.9704921,0.02363478,0.001104962,0.001177307,0.00180278,0.001787967],"domain_scores_gemma":[0.9574681,0.02427924,0.001926073,0.003580076,0.006671301,0.006075158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008173898,0.002525096,0.02296355,0.009951058,0.0001616785,0.00214344,0.4121302,0.003583548,0.009082083,0.01480409,0.01710921,0.5047287],"study_design_scores_gemma":[0.001254426,0.003563629,0.02869616,0.009813433,0.0005738103,0.001515694,0.452372,0.00572323,0.01525267,0.02418295,0.4564284,0.0006236075],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5730239,0.002214801,0.304534,0.01438644,0.0006947024,0.04981775,0.001423734,0.002857872,0.05104677],"genre_scores_gemma":[0.4337805,0.001086985,0.5321932,0.0009072473,0.00002413158,0.02389881,0.0004257377,0.0002866312,0.007396635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0474681,"threshold_uncertainty_score":0.2243359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08357459888404213,"score_gpt":0.396864255748358,"score_spread":0.3132896568643159,"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."}}