{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004200884,0.001015125,0.000418641,0.001234984,0.001339465,0.004345331,0.0007383054,0.000691624,0.7876133],"category_scores_gemma":[0.0009683689,0.0003474249,0.0003461585,0.001404269,0.0006403161,0.001622243,0.001877564,0.0009771135,0.636312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149365,"about_ca_system_score_gemma":0.00141642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00441342,"about_ca_topic_score_gemma":0.01436435,"domain_scores_codex":[0.9997795,0.00001520791,0.000008820476,0.00005908584,0.00009606681,0.00004128721],"domain_scores_gemma":[0.9997073,0.00002777792,0.00001259064,0.00006087715,0.00009003943,0.0001013304],"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":[0.0001264477,0.00008673279,0.0008109934,0.0001428597,0.00001127098,0.0001181679,0.00007228243,0.0002148949,0.00118545,0.01206656,0.7537712,0.2313931],"study_design_scores_gemma":[0.0000150672,0.00001467385,0.0008186086,0.00005991554,0.000005658659,0.00007809766,0.00006068283,0.00008332661,0.0005893257,0.001305645,0.9969649,0.000004018975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00105654,0.0007753453,0.000755592,0.001009699,0.0008845504,0.00004175001,0.00186727,0.0006626076,0.9929467],"genre_scores_gemma":[0.001794782,0.0005736831,0.0002572848,0.0001391675,0.00008101913,0.000007592552,0.0006891892,0.0001003675,0.9963568],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2123867,"threshold_uncertainty_score":0,"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."}}