{"id":"W3169888807","doi":"10.33774/coe-2020-383c4","title":"Redux Online Webinar 2: Money and Mission","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Redux; Management; Higher education; Public relations; Media studies; Sociology; Political science; Law; Economics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000480501,0.0001785501,0.0002045473,0.00005269208,0.00004785584,0.000280912,0.001124173,0.0001461955,0.00006104603],"category_scores_gemma":[0.000006730644,0.0001427866,0.00004650929,0.0001099771,0.00001532614,0.0003378631,0.003652585,0.0003167287,0.0000318241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005747091,"about_ca_system_score_gemma":0.0001035501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001304184,"about_ca_topic_score_gemma":0.000006694996,"domain_scores_codex":[0.9988618,0.00003999264,0.0001724154,0.0006147494,0.0001680967,0.0001429363],"domain_scores_gemma":[0.9991137,0.00002628239,0.00007393024,0.0005636591,0.00001907853,0.0002033515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001072608,0.0009698687,0.005021382,0.003670462,0.0003519151,0.000806132,0.01003261,0.001488889,0.009850348,0.349468,0.3865955,0.2316376],"study_design_scores_gemma":[0.0004086169,0.000168813,0.0132232,0.000330677,0.00001868021,0.00002265096,0.0001113845,0.7141982,0.002526906,0.06641058,0.201726,0.000854225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.3225781,0.005809669,0.1595914,0.4271567,0.003394868,0.001091165,0.00009141069,0.00328624,0.07700041],"genre_scores_gemma":[0.4461493,0.000686628,0.5338193,0.01138489,0.0006907218,0.000005661527,0.0001393575,0.00003463305,0.007089484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7127094,"threshold_uncertainty_score":0.5822667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03386985991886614,"score_gpt":0.2564317843491379,"score_spread":0.2225619244302717,"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."}}