{"id":"W4389923483","doi":"10.1093/oxfordhb/9780198829324.002.0010","title":"Foreword","year":2023,"lang":"en","type":"book-chapter","venue":"Archives","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004575093,0.0002861806,0.0002753205,0.0003274962,0.00005928468,0.00001446915,0.0003113868,0.00009487117,0.0005180149],"category_scores_gemma":[0.00002495034,0.0002773241,0.0002220702,0.00001731347,0.0002403762,0.00003106852,0.0002333737,0.0003700735,0.1021987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001680278,"about_ca_system_score_gemma":0.00006146523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000447513,"about_ca_topic_score_gemma":0.00005064768,"domain_scores_codex":[0.9989467,0.00001036096,0.0001875324,0.0003654342,0.0002223299,0.0002676357],"domain_scores_gemma":[0.998998,0.0002887906,0.0001138817,0.0004996621,0.000006882507,0.00009280043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002485917,0.000002409854,0.00000978243,0.00003017264,0.0001296772,0.00008178104,0.0003320861,0.000002719581,0.0001334649,0.9447954,0.03253024,0.02192738],"study_design_scores_gemma":[0.00007152444,0.00002138337,0.0003795137,0.0001585986,0.00003098707,0.000004233908,0.000003259086,0.00003666992,0.00001298575,0.5186878,0.4803724,0.0002207153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001737623,0.0001190266,0.0000319636,0.00005272614,0.0002186801,0.0001881869,0.000994077,0.0007042509,0.9976737],"genre_scores_gemma":[0.0003487545,0.0001216214,0.0005701351,0.00004692833,0.0003611112,0.00001275934,0.0002811456,0.0005023859,0.9977552],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4478421,"threshold_uncertainty_score":0.9999679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04276079594530936,"score_gpt":0.2494128987384913,"score_spread":0.2066521027931819,"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."}}