{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009999528,0.0001799396,0.0002756329,0.0002555559,0.0005386176,0.0001151362,0.0003888429,0.0001859404,0.001829297],"category_scores_gemma":[0.001603997,0.000179614,0.00009573999,0.001021566,0.0002340597,0.0002482316,0.00004539192,0.0002086375,0.0004160614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073988,"about_ca_system_score_gemma":0.0004766877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003719962,"about_ca_topic_score_gemma":0.00001305381,"domain_scores_codex":[0.9980289,0.000357137,0.0003976774,0.0004799869,0.0001814429,0.0005548433],"domain_scores_gemma":[0.9971665,0.001715946,0.00005954832,0.0005128562,0.0004171118,0.000128095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004572351,0.0006922716,0.06074034,0.0001415165,0.0003559807,0.0000075903,0.003417109,0.00002010028,0.007932695,0.6094276,0.3067438,0.01006379],"study_design_scores_gemma":[0.00977498,0.00126613,0.3223734,0.0001991003,0.0002659943,0.00001379747,0.08481038,0.001076902,0.01433002,0.06400485,0.5000787,0.001805691],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005533295,0.0002856631,0.6497979,0.00174335,0.0003593601,0.001147302,0.0001301951,0.0002068298,0.3407961],"genre_scores_gemma":[0.9802502,0.00001744112,0.003320561,0.001389939,0.00009095858,0.0004612672,0.0002544962,0.0000366373,0.01417847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.974717,"threshold_uncertainty_score":0.9990832,"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."}}