{"id":"W4255757461","doi":"10.4324/9781315748115-28","title":"Publishing","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001021567,0.0007016159,0.0005786689,0.003403148,0.003013774,0.01352709,0.001301973,0.001531233,0.2731104],"category_scores_gemma":[0.004937959,0.0003506007,0.0003343768,0.006048153,0.002131111,0.0068911,0.002901985,0.002304391,0.1767014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00270016,"about_ca_system_score_gemma":0.004193699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001564019,"about_ca_topic_score_gemma":0.003909663,"domain_scores_codex":[0.9981096,0.0001978148,0.0001136699,0.0003372738,0.001116363,0.0001254104],"domain_scores_gemma":[0.9971166,0.0006369466,0.0001739441,0.0006951239,0.000874488,0.0005030351],"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":[0.00001350352,0.00002502753,0.0001649695,0.0003605228,0.000003844331,0.00009004392,0.001152694,0.00005889971,0.0003571343,0.1294468,0.662415,0.2059116],"study_design_scores_gemma":[5.891869e-7,0.000002518422,0.00008238186,0.00008932698,5.126027e-7,0.00004654473,0.00008055902,0.000007285273,0.00003998495,0.002475303,0.9971735,0.000001375194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000337142,0.005800128,0.0008432563,0.001867563,0.003072469,0.00003714913,0.0003831012,0.0002819385,0.9873773],"genre_scores_gemma":[0.003308944,0.005886081,0.0006445984,0.0006603829,0.001238667,0.00002513491,0.0004305677,0.0002300592,0.9875755],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9864729,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06745891084472877,"score_gpt":0.2142442599199732,"score_spread":0.1467853490752444,"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."}}