{"id":"W3127755854","doi":"10.22541/au.152993669.97084818","title":"Knowledge and the Problem With the Practice of University Knowledge Dissemination to the Public in the Era of Knowledge Abundance      ","year":2018,"lang":"en","type":"dataset","venue":"Authorea","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abundance (ecology); Knowledge management; Knowledge creation; Data science; Psychology; Computer science; Business; Biology; Ecology; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.002686239,0.0001625044,0.0001705927,0.00005792509,0.0003961269,0.00004600574,0.001081649,0.00008514179,0.0001210699],"category_scores_gemma":[0.0004722248,0.0000616199,0.00003695326,0.001470559,0.001160154,0.0002916461,0.0003438327,0.0004293351,0.00006955028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113638,"about_ca_system_score_gemma":0.0001625117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007503417,"about_ca_topic_score_gemma":0.01160261,"domain_scores_codex":[0.9986116,0.0004512334,0.0002405119,0.0002479007,0.0002728179,0.000175949],"domain_scores_gemma":[0.9971691,0.001648173,0.0003424409,0.0006266934,0.000180645,0.00003294668],"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":[0.0000477527,0.0002815856,0.0001455378,0.0000291306,0.00002148798,2.03215e-7,0.007912578,0.00000187645,0.000005188241,0.009197234,0.979187,0.003170496],"study_design_scores_gemma":[0.00016851,0.00008404862,0.01385225,0.00008518488,0.00005741786,0.000008230017,0.003788778,0.00002737025,0.0000080111,0.00018326,0.9816465,0.00009040549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.047036,0.003166949,0.0003556796,0.2406322,0.0009654636,0.009598808,0.5261402,0.00004048119,0.1720642],"genre_scores_gemma":[0.8282021,0.001426476,0.001096958,0.001080825,0.0006031956,0.0003991377,0.1587063,0.00006076959,0.008424182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7811661,"threshold_uncertainty_score":0.647453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01125747686808374,"score_gpt":0.2835713930802099,"score_spread":0.2723139162121261,"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."}}