{"id":"W6986193152","doi":"","title":"Other Voices: Collaborative Learning and Publishing","year":2018,"lang":"en","type":"other","venue":"University of the Arts London Research Online (University of the Arts London)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Publishing; Dissemination; Collaborative learning; Process (computing); Electronic publishing; Collaborative writing; Project commissioning; Collaborative software; Educational technology","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":[],"consensus_categories":[],"category_scores_codex":[0.003174721,0.0007295868,0.0005029795,0.00194669,0.008849467,0.02077194,0.001680587,0.002375768,0.2186932],"category_scores_gemma":[0.008020177,0.0003303536,0.0004097022,0.002798388,0.005440617,0.01044946,0.01238841,0.001952056,0.04318362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004090173,"about_ca_system_score_gemma":0.006721636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01134172,"about_ca_topic_score_gemma":0.02744695,"domain_scores_codex":[0.9967813,0.001065152,0.0001280094,0.0002847799,0.001356471,0.0003841821],"domain_scores_gemma":[0.9914858,0.001705682,0.0003483748,0.001483069,0.00113051,0.003846641],"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":[0.00007050532,0.00006177375,0.0003335264,0.0004183105,0.000006780737,0.0005457418,0.02782756,0.0001068002,0.0004882907,0.1525936,0.5557446,0.2618026],"study_design_scores_gemma":[0.000008118704,0.000009775149,0.0001621656,0.0001630549,0.000001893503,0.0002224631,0.006740467,0.00004298917,0.0001642093,0.007035332,0.9854435,0.000006028466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002399881,0.002422886,0.00359488,0.008352058,0.001484575,0.00007426278,0.0002214062,0.0009856181,0.9804643],"genre_scores_gemma":[0.06278167,0.003911799,0.003395886,0.0008727871,0.0009053377,0.0001346702,0.0006107779,0.001243712,0.9261433],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2186932,"threshold_uncertainty_score":0.7316016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0357657717463149,"score_gpt":0.2858190096867778,"score_spread":0.2500532379404629,"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."}}