{"id":"W4243746262","doi":"10.7834/phoenix.66.1-2.0184","title":"","year":2012,"lang":"","type":"article","venue":"Phoenix","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.007314872,0.002108921,0.001736048,0.0008385425,0.001493026,0.0005282366,0.001924537,0.0006342845,0.002671824],"category_scores_gemma":[0.001863305,0.002435767,0.00111488,0.004121736,0.001238517,0.0115945,0.001610772,0.001803888,0.08851277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001904591,"about_ca_system_score_gemma":0.0003251061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007710586,"about_ca_topic_score_gemma":0.00007028688,"domain_scores_codex":[0.9792915,0.00224929,0.002392397,0.001545888,0.002768889,0.01175201],"domain_scores_gemma":[0.9866095,0.0007592147,0.001311526,0.003819444,0.0005418074,0.006958508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001317885,0.005814208,0.5224412,0.0001226049,0.0005353877,0.00002204567,0.1176889,0.00005317698,0.3338792,0.001589531,0.003593983,0.01294185],"study_design_scores_gemma":[0.005654549,0.0003570358,0.5625514,0.0001493617,0.001180314,0.0005211477,0.003179447,0.0002954082,0.2860241,0.0001964979,0.1373925,0.002498291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468611,0.03826784,0.0002568065,0.0008093523,0.007452237,0.001806203,0.0004720218,0.0008849878,0.003189449],"genre_scores_gemma":[0.9872824,0.0002531486,0.001371892,0.001255528,0.008088776,0.000231067,0.00004280626,0.001202137,0.0002722782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1337985,"threshold_uncertainty_score":0.9998069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03400661331827368,"score_gpt":0.2871327203585021,"score_spread":0.2531261070402284,"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."}}