{"id":"W4388974114","doi":"10.1017/s1474746423000416","title":"Some Useful Sources","year":2023,"lang":"en","type":"article","venue":"Social Policy and Society","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Content (measure theory); Computer science; Action (physics); Mathematics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007036059,0.0001403179,0.0002261677,0.00005935494,0.005071678,0.0001045566,0.0001648781,0.0002801699,0.000007953008],"category_scores_gemma":[0.0002769614,0.0001275383,0.0002773538,0.0009059798,0.001472647,0.0002406005,0.0001331572,0.0001890477,0.0000729359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008865793,"about_ca_system_score_gemma":0.0002518707,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008135359,"about_ca_topic_score_gemma":0.0003851041,"domain_scores_codex":[0.9984348,0.0001299656,0.0001617982,0.0002121072,0.0003542157,0.0007071529],"domain_scores_gemma":[0.9995295,0.0001463141,0.00006729444,0.00006645015,0.00004936921,0.0001410266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002800748,0.00001457096,0.0008351721,0.0000175315,0.00008556866,9.750207e-7,0.3415719,3.49844e-7,0.00002293762,0.6081621,0.04526993,0.004016127],"study_design_scores_gemma":[0.0005060075,0.00002519678,0.06727745,0.00001018814,0.00003459405,3.444138e-7,0.2816333,0.00001015757,0.00002576807,0.4826958,0.1673444,0.0004367932],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8429966,0.0003848804,0.000002690959,0.09336109,0.0007132129,0.0003163361,0.00005479957,0.00100054,0.06116983],"genre_scores_gemma":[0.9348575,0.008196781,0.00002397907,0.005000493,0.03298269,0.00003334066,0.00000765048,0.00002668188,0.01887086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1254664,"threshold_uncertainty_score":0.9984695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04940556849061038,"score_gpt":0.3643801406448196,"score_spread":0.3149745721542092,"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."}}