{"id":"W2782203785","doi":"","title":"Publisher's Comment for JBC 41-2","year":2017,"lang":"en","type":"article","venue":"Journal of Biocommunication","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publication; Audience measurement; Publishing; Library science; Political science; Position (finance); Public relations; Computer science; Business; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0129683,0.0000778598,0.0002528125,0.0002062795,0.0007715301,0.004459411,0.01006324,0.0001145746,0.00003636079],"category_scores_gemma":[0.01537732,0.00005207862,0.0001717136,0.0001167204,0.0001230543,0.005248325,0.0006322897,0.0003920481,0.00001584549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006363603,"about_ca_system_score_gemma":0.0001109121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004473552,"about_ca_topic_score_gemma":0.00001322451,"domain_scores_codex":[0.997734,0.0002030646,0.0009256627,0.0001208644,0.0008737974,0.0001426446],"domain_scores_gemma":[0.9927775,0.001114387,0.002910792,0.001868057,0.0012119,0.0001173203],"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":[0.00004850566,0.00006337762,0.01112044,0.000002076052,0.00002152222,4.683772e-7,0.0002370699,0.000007662099,0.0001244307,0.0028183,0.7993777,0.1861784],"study_design_scores_gemma":[0.0007582411,0.00008199443,0.04184869,0.00004435041,0.00001617073,0.00002109606,0.0006865664,0.0004250656,0.0002637351,0.08537518,0.8703872,0.00009171456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1080825,0.002081381,0.03833117,0.7730859,0.005453798,0.0007655463,0.00002014111,0.00002852698,0.07215101],"genre_scores_gemma":[0.9889126,0.0001447174,0.008095204,0.001412608,0.0002643359,0.000007040635,0.000003398064,0.000007533627,0.001152589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.88083,"threshold_uncertainty_score":0.996574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2423885915645054,"score_gpt":0.4896511921550966,"score_spread":0.2472626005905911,"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."}}