{"id":"W4236610840","doi":"10.1090/spec/033/01","title":"General","year":2001,"lang":"en","type":"other","venue":"MAA spectrum","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005688615,0.0003495743,0.0003214044,0.0003869137,0.00003005446,0.00003585692,0.0003273495,0.0003300421,0.2770096],"category_scores_gemma":[0.000006739357,0.0003456599,0.0001168327,0.0002610027,0.00006276161,0.00001272659,0.00007145979,0.0002880669,0.1527751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001541307,"about_ca_system_score_gemma":0.00003219835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004533613,"about_ca_topic_score_gemma":0.00400364,"domain_scores_codex":[0.9986019,0.00003902056,0.0001308755,0.0004238159,0.0002880555,0.0005163718],"domain_scores_gemma":[0.9990937,0.000003936193,0.000136921,0.0006617941,0.000003697992,0.0001000115],"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":[0.000003638866,0.00003109092,0.0006320796,0.00001115751,0.00005954725,0.0001360646,0.000005336476,0.000001002747,0.0000909069,0.002455006,0.9959868,0.0005874076],"study_design_scores_gemma":[0.000254211,0.00002052279,0.00023313,0.00003819246,0.00003157046,0.00003514823,0.000002469309,0.00001332053,0.0001110803,0.0005187507,0.9983382,0.0004034385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004499689,0.00100592,0.00008781658,0.0001825455,0.0006176168,0.0002159812,0.0001932088,0.001465821,0.9961861],"genre_scores_gemma":[0.00008210284,0.00007514747,0.0008225642,0.00009074121,0.003960024,0.00001349766,0.0001111569,0.003487529,0.9913572],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1242345,"threshold_uncertainty_score":0.9998996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016941679759126,"score_gpt":0.2399581846116824,"score_spread":0.2297887678140911,"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."}}