{"id":"W4254741520","doi":"10.1093/oso/9780190066574.001.0001","title":"Us versus Them","year":2020,"lang":"en","type":"book","venue":"","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":[0.0003563421,0.0003129832,0.0002567515,0.0005599636,0.003497775,0.005051874,0.0003897428,0.001131243,0.1188895],"category_scores_gemma":[0.0009943515,0.00009988163,0.0001244759,0.0008982359,0.002016731,0.003984296,0.002054652,0.002581082,0.02957313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001744705,"about_ca_system_score_gemma":0.001208739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008780009,"about_ca_topic_score_gemma":0.01902785,"domain_scores_codex":[0.9995763,0.0001315257,0.000009862846,0.00005318742,0.0001127876,0.0001163061],"domain_scores_gemma":[0.9997681,0.00006183216,0.00001903895,0.00002257321,0.00005868421,0.00006983327],"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":[0.000009935327,0.00001396458,0.0002838442,0.00004546472,0.00000148951,0.00008327336,0.004217785,0.00001435194,0.00005191456,0.2750114,0.6733453,0.04692128],"study_design_scores_gemma":[5.975068e-7,0.000002420069,0.0001012203,0.00005326254,3.86763e-7,0.00003433265,0.00163056,0.000004856772,0.00001309344,0.002122141,0.9960364,8.02202e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001344419,0.007253215,0.0001715339,0.01427515,0.004730545,0.000008264677,0.00009441606,0.00004171133,0.9720808],"genre_scores_gemma":[0.0354206,0.006216787,0.0001608623,0.01496875,0.00141428,0.00002893122,0.0001481162,0.0001073088,0.9415343],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1188895,"threshold_uncertainty_score":0.3977251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.182908392121012,"score_gpt":0.4438860050538254,"score_spread":0.2609776129328133,"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."}}