{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002413471,0.000572306,0.0009776434,0.001532634,0.002074494,0.0001662032,0.004701249,0.0006291468,0.00494914],"category_scores_gemma":[0.0009683116,0.0005226053,0.0004983711,0.00268174,0.006463716,0.001153644,0.005877128,0.002039464,0.000576112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004575225,"about_ca_system_score_gemma":0.0008139797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01619828,"about_ca_topic_score_gemma":0.07029912,"domain_scores_codex":[0.9930812,0.002241311,0.0002704773,0.001073874,0.002311168,0.001021936],"domain_scores_gemma":[0.9940785,0.0006478545,0.001424635,0.001847413,0.001621892,0.0003797416],"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":[0.0009362536,0.0005061407,0.006106677,0.0003274926,0.0008931605,0.00005166894,0.005917731,0.0000722417,0.00132316,0.001845915,0.980861,0.001158545],"study_design_scores_gemma":[0.002589603,0.0002285467,0.001960649,0.001360631,0.0002627801,0.00001053053,0.0194739,0.0004478624,0.0001483584,0.0003331208,0.9726941,0.0004899067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1936608,0.002598385,0.0002122558,0.02297408,0.0009316467,0.004921352,0.004791437,0.0007121562,0.7691979],"genre_scores_gemma":[0.01718246,0.0008952378,0.002306785,0.000073444,0.0002505517,1.525232e-7,0.00008136725,0.0004424322,0.9787676],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2095697,"threshold_uncertainty_score":0.9997225,"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."}}