{"id":"W4413499059","doi":"10.64628/aam.m9x3vqdyx","title":"Technology is far from a silver bullet for solving homelessness or child welfare issues","year":2023,"lang":"en","type":"article","venue":"","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trent University","funders":"","keywords":"Silver bullet; Welfare; Political science; Sociology; Business; Law","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":[0.01290756,0.00108513,0.001558314,0.002138435,0.005524686,0.008288176,0.002818396,0.009799873,0.0534416],"category_scores_gemma":[0.02448545,0.0004393939,0.001670819,0.0008554213,0.01279006,0.01901903,0.006173633,0.0120515,0.01956858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001864324,"about_ca_system_score_gemma":0.008134995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00303354,"about_ca_topic_score_gemma":0.005221646,"domain_scores_codex":[0.9938328,0.002481704,0.0003984409,0.0004276698,0.002285603,0.0005737818],"domain_scores_gemma":[0.9665745,0.02080114,0.001380319,0.001969729,0.004939628,0.004334756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001312368,0.0005212508,0.001959032,0.002063518,0.0001120417,0.0005175758,0.001943511,0.0002229128,0.001253815,0.08501298,0.4698077,0.4364545],"study_design_scores_gemma":[0.00006769974,0.0003851385,0.001670787,0.005925637,0.00008395595,0.0008839521,0.006393169,0.0001232908,0.0006141362,0.1143352,0.8694238,0.00009315695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002698136,0.06571299,0.01061611,0.8086766,0.02666555,0.00007331251,0.0001626135,0.0005396626,0.08485503],"genre_scores_gemma":[0.07033025,0.1387534,0.04825028,0.5913959,0.03562189,0.0004999741,0.0004185882,0.0007919249,0.1139379],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0534416,"threshold_uncertainty_score":0.17878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04952963336703207,"score_gpt":0.4022305462103804,"score_spread":0.3527009128433483,"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."}}