{"id":"W2056741222","doi":"10.5860/rusq.50n2.141","title":"Who Says There’s a Problem?","year":2010,"lang":"en","type":"article","venue":"Reference & User Services Quarterly","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Deviance (statistics); Psychology; Sociology; Computer science; Epistemology; Nursing; Medicine; Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004373082,0.0002681538,0.0005277794,0.00007868048,0.0007556568,0.00006871363,0.000632728,0.0004879667,0.002354658],"category_scores_gemma":[0.000004760643,0.0002120679,0.0000699804,0.0002432164,0.00005403332,0.0004273772,0.00005704717,0.001198654,0.002537493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003420126,"about_ca_system_score_gemma":0.0001848439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007552188,"about_ca_topic_score_gemma":0.1675538,"domain_scores_codex":[0.9976894,0.0002929058,0.0005279341,0.000419086,0.0003314967,0.0007391889],"domain_scores_gemma":[0.9984164,0.0001625162,0.0002569211,0.0006223926,0.0003028347,0.000238932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008146642,0.0002361977,0.40499,0.001769596,0.00008300336,0.0000191748,0.4033767,2.98765e-7,0.003906399,0.1248213,0.0002444288,0.06047146],"study_design_scores_gemma":[0.001560954,0.0006023128,0.4139655,0.0009111465,0.00007120006,5.835006e-7,0.2732529,0.00009688183,0.0001204302,0.02974821,0.2786739,0.0009960249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9380066,0.00009897545,0.00002781324,0.0003855235,0.0005984302,0.0005482483,0.00002776159,0.0002714792,0.06003521],"genre_scores_gemma":[0.9953167,0.00004466488,0.0003117223,0.0003152569,0.0005357219,0.0002314007,0.00003387661,0.00004829384,0.00316234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2784294,"threshold_uncertainty_score":0.9990566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03004474860943569,"score_gpt":0.3699391570550022,"score_spread":0.3398944084455666,"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."}}