{"id":"W1919293927","doi":"10.22230/src.2017v8n2a281","title":"Bedfellows in Mass Digital Conversion: Ten Years of Text Creation Partnership(s)","year":2017,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Mandate; Public relations; Political science; Commons; Business; Sociology; Law","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001802292,0.00007704272,0.0001386286,0.0002063249,0.001038915,0.005356773,0.0007905204,0.00006760081,0.0002017362],"category_scores_gemma":[0.000783775,0.00007412673,0.00004055541,0.0000357068,0.001270609,0.006476907,0.0003531218,0.0005986001,0.00004857975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004004267,"about_ca_system_score_gemma":0.00004548172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004855259,"about_ca_topic_score_gemma":0.0007680131,"domain_scores_codex":[0.9987715,0.000187115,0.0002289478,0.0001578565,0.0004375146,0.0002170007],"domain_scores_gemma":[0.9982463,0.0002753788,0.0001151853,0.0008494565,0.0004418963,0.00007174758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002403651,0.000297726,0.05199863,0.0001249028,0.00004838419,0.000009546789,0.03847732,0.000001345711,0.0001838285,0.8262819,0.001757015,0.08057904],"study_design_scores_gemma":[0.002193835,0.0005150392,0.2022195,0.0007121098,0.00001706161,0.000002680795,0.04609307,0.0001587501,0.0004070953,0.1192224,0.6279755,0.0004829866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6565411,0.0005024507,7.977327e-7,0.0008126563,0.00003496975,0.0001728949,0.00001680852,0.00001252756,0.3419058],"genre_scores_gemma":[0.9868276,0.0003737726,0.00002326762,0.00002114141,0.00005688019,0.00001594346,0.00004315779,0.00001048951,0.01262782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7070595,"threshold_uncertainty_score":0.9956757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1482051606461562,"score_gpt":0.354589024595744,"score_spread":0.2063838639495878,"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."}}