{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002199187,0.0003802115,0.0002455708,0.001278321,0.002737259,0.01111105,0.0005513179,0.001907949,0.1344252],"category_scores_gemma":[0.006495786,0.000342755,0.0001381989,0.001565217,0.001391739,0.007827027,0.00227797,0.001756192,0.02688283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002218048,"about_ca_system_score_gemma":0.0008888727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003091455,"about_ca_topic_score_gemma":0.008035779,"domain_scores_codex":[0.9983582,0.0006172003,0.00005528125,0.0001501893,0.0006134851,0.0002057027],"domain_scores_gemma":[0.9970253,0.001161111,0.0001979394,0.0003249838,0.0006463579,0.0006444047],"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":[0.00009411294,0.00003268176,0.0009655532,0.000099628,0.0000026614,0.000175785,0.002154142,0.00006831548,0.0005946399,0.04901875,0.8846914,0.06210232],"study_design_scores_gemma":[0.000005585434,0.00001694809,0.002405661,0.00005838089,0.000001156052,0.0001030624,0.001707692,0.0000998121,0.0003646305,0.002123923,0.9931003,0.00001281336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02280964,0.00331436,0.002787664,0.04415106,0.003176498,0.0000714233,0.002656322,0.002381357,0.9186516],"genre_scores_gemma":[0.1340462,0.001069903,0.0025905,0.004551009,0.001514629,0.00006690012,0.00191778,0.001401848,0.8528413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1344252,"threshold_uncertainty_score":0.4496972,"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."}}