{"id":"W2945728598","doi":"","title":"Emotionless in Edmonton","year":2018,"lang":"en","type":"article","venue":"MacEwan University Student Research Proceedings","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Computer science","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":[0.002186798,0.0001143368,0.0002745032,0.0005181295,0.001861713,0.00003508695,0.0005836338,0.0001983641,0.0006412259],"category_scores_gemma":[0.0001374212,0.0001187227,0.00003817343,0.001211683,0.0003566953,0.0002913197,0.0006807912,0.0009633928,0.000580869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008124757,"about_ca_system_score_gemma":0.0001997255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003610128,"about_ca_topic_score_gemma":0.01584735,"domain_scores_codex":[0.9975003,0.0002443985,0.0001967159,0.000369791,0.000800768,0.000888018],"domain_scores_gemma":[0.9982674,0.0001392612,0.00006304765,0.0001151171,0.001223322,0.0001918214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009991098,0.0001460607,0.8306838,0.0001085708,0.00001467665,0.0000255805,0.1349872,5.020004e-8,0.0003160281,0.03059887,0.001772597,0.001246625],"study_design_scores_gemma":[0.0007028278,0.0001194599,0.4709065,0.0001453578,0.000002995026,4.771795e-8,0.4771119,0.00001195926,0.00005052566,0.0003759604,0.05047102,0.0001015062],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7997699,0.000014679,0.000007123901,0.0006826745,0.0001197011,0.0006416629,0.000003311342,0.00007240268,0.1986885],"genre_scores_gemma":[0.9853399,0.00009959107,0.00004422238,0.00002832655,0.0004453063,0.000007720397,0.00000230466,0.00001464115,0.01401794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3597774,"threshold_uncertainty_score":0.9994377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2252300392128412,"score_gpt":0.5331547116063617,"score_spread":0.3079246723935205,"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."}}