{"id":"W4244360835","doi":"10.1007/978-1-4939-7131-2_101023","title":"Scholarly Networks","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001130347,0.0005966995,0.0003371618,0.004704736,0.003091384,0.01182441,0.001462799,0.001522161,0.1470691],"category_scores_gemma":[0.005472567,0.0003585783,0.0003440854,0.005298132,0.002143442,0.01266735,0.006495155,0.001585799,0.04883852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002011234,"about_ca_system_score_gemma":0.002149828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048456,"about_ca_topic_score_gemma":0.001787682,"domain_scores_codex":[0.9987524,0.000378622,0.00006169845,0.0002325501,0.0004834066,0.00009135543],"domain_scores_gemma":[0.9980008,0.0005846643,0.0001594983,0.0004853064,0.0004769761,0.0002927078],"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":[0.000008562273,0.00001986961,0.0001557233,0.0001376249,0.000006437332,0.00004918526,0.00156351,0.0002233434,0.0002614507,0.7788628,0.08968067,0.1290308],"study_design_scores_gemma":[0.000001725777,0.000003438596,0.00009319634,0.00008994561,0.000003415264,0.00006233226,0.0005712219,0.0001639486,0.0001493305,0.09057139,0.9082865,0.000003467195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009558827,0.001093826,0.007529624,0.001960013,0.0005007056,0.00004234341,0.0001923328,0.000222926,0.9875025],"genre_scores_gemma":[0.03147253,0.003081704,0.005328877,0.0006063554,0.0006162677,0.0001593707,0.0006341988,0.0002740078,0.9578268],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9881756,"threshold_uncertainty_score":0.4919951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03090997667940898,"score_gpt":0.3180294513525964,"score_spread":0.2871194746731874,"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."}}