{"id":"W4409143656","doi":"10.3390/soc15040094","title":"More than Just a Roof: Solutions to Better Support Families from Homelessness to Healing","year":2025,"lang":"en","type":"article","venue":"Societies","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Roof; Psychology; Engineering; Structural engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004240514,0.0002468789,0.000682,0.0001504257,0.002051204,0.00005089695,0.0003518561,0.0003342238,0.0003619354],"category_scores_gemma":[0.0001142688,0.0002352478,0.0001733279,0.0006061647,0.0001133701,0.0001229407,0.0004349145,0.0004947458,0.0004764006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002404704,"about_ca_system_score_gemma":0.0003959771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005652614,"about_ca_topic_score_gemma":0.01209285,"domain_scores_codex":[0.997665,0.0002192426,0.0004981579,0.0004140537,0.0003215151,0.0008820447],"domain_scores_gemma":[0.9986908,0.0003520754,0.00007840329,0.0003992775,0.0002656071,0.0002138783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004914987,0.0001145869,0.1610932,0.0003854869,0.0001709506,0.000005612147,0.7641908,0.00004891566,0.0003985855,0.007331718,0.05863697,0.007573997],"study_design_scores_gemma":[0.0003954652,0.00003199884,0.1030391,0.000354482,0.0000496475,1.089623e-8,0.8413205,0.00001502083,0.0001429561,0.003657548,0.0506978,0.0002954532],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695783,0.0004842959,0.002116529,0.01855426,0.00170258,0.0007665713,0.0002833312,0.0002780443,0.006236121],"genre_scores_gemma":[0.9830857,0.00014252,0.0007300334,0.006986221,0.000645793,0.0005623015,0.00008644466,0.00003727449,0.007723692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07712972,"threshold_uncertainty_score":0.999248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05938994831948924,"score_gpt":0.4111271362802585,"score_spread":0.3517371879607692,"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."}}