{"id":"W4254016253","doi":"10.7834/phoenix.68.3-4.0361","title":"","year":2014,"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","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.007971246,0.002123457,0.002169531,0.000886793,0.001639927,0.001136822,0.002998009,0.0006050773,0.0009529663],"category_scores_gemma":[0.006132652,0.002486841,0.001120042,0.003528992,0.001587462,0.002388454,0.00140677,0.001733184,0.04938496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009223481,"about_ca_system_score_gemma":0.0003173523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100621,"about_ca_topic_score_gemma":0.0005784856,"domain_scores_codex":[0.9813461,0.004352599,0.002664469,0.003398284,0.002806863,0.005431651],"domain_scores_gemma":[0.9875689,0.001656079,0.001490781,0.005388893,0.0009090757,0.00298625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003041903,0.002889598,0.08605842,0.0003226876,0.0006185504,0.00006064338,0.04044391,0.002875301,0.7070022,0.01024161,0.005026188,0.141419],"study_design_scores_gemma":[0.01817176,0.002953749,0.2171102,0.0004642794,0.001239794,0.0002984282,0.0008053393,0.08103738,0.3059229,0.01032502,0.3573853,0.004285903],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778572,0.001146296,0.005663145,0.002501633,0.002885278,0.001469465,0.0001900806,0.001206666,0.007080243],"genre_scores_gemma":[0.9908101,0.00007590742,0.001738279,0.002632533,0.00309604,0.0001551883,0.00003791632,0.00115653,0.0002975067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4010793,"threshold_uncertainty_score":0.9999603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01335075943944979,"score_gpt":0.2461530883884029,"score_spread":0.2328023289489531,"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."}}