{"id":"W2512778446","doi":"10.1017/cbo9781107588233.009","title":"Theory and the World","year":2016,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Historical Philosophy and Science","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Content (measure theory); Computer science; Information retrieval; World Wide Web; Internet privacy; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002298383,0.0001784529,0.0002182386,0.00008540104,0.0006116288,0.00006399312,0.0003642558,0.00006121458,0.00007421651],"category_scores_gemma":[0.00001026309,0.0001109059,0.0001212836,0.000001609755,0.002766368,0.0000766422,0.0001868911,0.000231911,0.00003520216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006239618,"about_ca_system_score_gemma":0.00002529224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002538072,"about_ca_topic_score_gemma":0.00001486277,"domain_scores_codex":[0.9992878,0.00006550198,0.00009327859,0.0002556819,0.0001566444,0.0001411302],"domain_scores_gemma":[0.9991114,0.000357894,0.00009870285,0.0002866228,0.00006430999,0.00008105402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001538806,0.000001490849,1.870118e-8,0.0000105633,0.00003107818,0.00002002259,0.0006990038,9.813887e-9,5.259928e-7,0.968532,0.02970227,0.0008491229],"study_design_scores_gemma":[0.0004171154,0.00001208867,1.697886e-7,0.00005686158,0.00008015119,0.000001520596,0.00003393179,9.01132e-7,0.000002166413,0.01061708,0.9886014,0.0001766342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003472671,0.000270497,0.00002932129,0.0001667662,0.0003674678,0.0001706192,0.0001081121,0.00005210538,0.9988316],"genre_scores_gemma":[0.00303941,0.00003530945,0.000001856652,0.000258717,0.0004817879,3.73129e-7,0.000001357594,0.00001349848,0.9961677],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9588991,"threshold_uncertainty_score":0.9999475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03004614327027628,"score_gpt":0.177653536331495,"score_spread":0.1476073930612187,"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."}}