{"id":"W4417039624","doi":"10.1108/978-1-62396-396-520251001","title":"Prelims","year":2013,"lang":"en","type":"other","venue":"Crossing boundaries","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["sts","insufficient_payload"],"category_scores_codex":[0.0001236617,0.0005097431,0.0004987213,0.0002746002,0.005995397,0.1273594,0.0003985667,0.0005376734,0.01681404],"category_scores_gemma":[0.0001389861,0.0004759477,0.0001253828,0.0001974492,0.03668477,0.0001719099,0.0001547622,0.0003703484,0.05366424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000152747,"about_ca_system_score_gemma":0.004167206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0036624,"about_ca_topic_score_gemma":0.000905438,"domain_scores_codex":[0.9981511,0.00004655895,0.0002536691,0.0005339432,0.0004084869,0.0006062379],"domain_scores_gemma":[0.9986013,0.00002545533,0.0003640014,0.0008520694,0.00006299627,0.00009417222],"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":[0.000007351078,0.00002286645,0.0001230923,0.0001124594,0.0000895735,0.000008712957,0.001332282,3.100369e-7,0.0001854777,0.006571834,0.9898886,0.001657448],"study_design_scores_gemma":[0.0002320162,0.00001644493,0.0001106499,0.0004467333,0.00005156047,0.00001230464,0.00002658837,0.00001231671,0.0001142854,0.0006722988,0.9977498,0.0005549727],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005471584,0.007075927,0.0004228003,0.00004422652,0.002279144,0.0004254929,0.0003575661,0.003069234,0.9857785],"genre_scores_gemma":[0.001022423,0.000001642027,0.003259968,0.0001158722,0.001036869,0.0000449632,0.0001290632,0.003719621,0.9906696],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1271875,"threshold_uncertainty_score":0.9997692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672137515337485,"score_gpt":0.2747699602348486,"score_spread":0.2580485850814737,"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."}}