{"id":"W7108685706","doi":"10.1108/978-1-62396-396-520251008","title":"Commentary","year":2013,"lang":"en","type":"book-chapter","venue":"Crossing boundaries","topic":"","field":"","cited_by":1,"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":[0.0002091875,0.000741566,0.000691442,0.0002003701,0.0164312,0.1044578,0.0004556092,0.0005176235,0.00908618],"category_scores_gemma":[0.00003927646,0.000757324,0.000263298,0.00002927305,0.05209108,0.0004980598,0.0003362325,0.0008401496,0.03076224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005852676,"about_ca_system_score_gemma":0.002896616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006356636,"about_ca_topic_score_gemma":0.0003452663,"domain_scores_codex":[0.9976662,0.00001978562,0.000535697,0.0006166829,0.0005777654,0.0005838811],"domain_scores_gemma":[0.9981633,0.00008421502,0.0004427769,0.000944391,0.0002245615,0.0001407628],"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":[0.00002854719,0.00001268867,0.00002650134,0.00007004315,0.0001746976,0.00003991425,0.001990834,6.066898e-7,0.0001048998,0.205482,0.787226,0.004843329],"study_design_scores_gemma":[0.0002816347,0.00003360574,0.0000375291,0.0003794899,0.0001214698,0.00003248938,0.00001624305,0.000008122926,0.00009196343,0.08423783,0.9140193,0.0007403351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001267339,0.00412701,0.00009007711,0.001688814,0.002218641,0.0005354563,0.0009622402,0.001040645,0.9880698],"genre_scores_gemma":[0.003065213,0.000002969675,0.001834982,0.004579328,0.0009529933,0.00001686492,0.0006784583,0.0006638474,0.9882054],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1267933,"threshold_uncertainty_score":0.9994878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02843106800123392,"score_gpt":0.2682941401145832,"score_spread":0.2398630721133493,"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."}}