{"id":"W7096592791","doi":"","title":"I In nn no ov va at ti io on n, , g gr ro ow wt th h t th he eo or ry y, , a an nd d t th he e r ro ol le e o of f k kn no ow w l le ed dg ge e s sp pi il ll lo ov ve er rs s","year":2007,"lang":"en","type":"article","venue":"","topic":"Census and Population Estimation","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Class (philosophy); Data collection; Set (abstract data type); Identification (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007512369,0.0002992946,0.0004496007,0.0001832022,0.0001348241,0.00004671881,0.0001965367,0.0002236091,0.002654613],"category_scores_gemma":[0.0002927212,0.0002287208,0.0001193945,0.0002697576,0.00005169145,0.0003258135,0.00008301184,0.0002230095,0.0003916751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001598871,"about_ca_system_score_gemma":0.0001178705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001278678,"about_ca_topic_score_gemma":0.004741525,"domain_scores_codex":[0.9978764,0.00009870219,0.0007566983,0.0003774033,0.0004695392,0.0004212338],"domain_scores_gemma":[0.9982988,0.00038835,0.0003380875,0.0006252214,0.0002073864,0.000142186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005319056,0.01139257,0.08172255,0.002958157,0.0005590288,0.0002061564,0.01950685,0.006183484,0.01653,0.1325977,0.710544,0.0124804],"study_design_scores_gemma":[0.0279788,0.004951095,0.3147013,0.001982482,0.0007167131,0.0001821865,0.00357781,0.3400233,0.06088676,0.06146966,0.1777981,0.005731926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949158,0.00003249692,0.003910714,0.0007192874,0.0003975245,0.0008830899,0.00005823199,0.0001430729,0.04469759],"genre_scores_gemma":[0.9511919,0.00001676312,0.01199214,0.0005100663,0.00027282,0.00001456864,0.0001310849,0.00007373242,0.03579694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.532746,"threshold_uncertainty_score":0.9982571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0540100744837639,"score_gpt":0.3295946266728856,"score_spread":0.2755845521891217,"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."}}