{"id":"W4312814818","doi":"10.2307/j.ctv33t5ggk.68","title":"Intriguing New Model for Improved Visibility and Access to Theses and Dissertations","year":2020,"lang":"en","type":"book-chapter","venue":"Purdue University Press eBooks","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Visibility; Computer science; Geography; Regional science; Meteorology","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001499371,0.0002378397,0.0004339391,0.009342283,0.0003600771,0.002139437,0.001706494,0.0002107482,0.00001696002],"category_scores_gemma":[0.004427459,0.0002076537,0.0001256316,0.001411687,0.0001500201,0.0004441937,0.002103047,0.0002713404,0.000002915411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008040168,"about_ca_system_score_gemma":0.0002738135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002532023,"about_ca_topic_score_gemma":0.0001292621,"domain_scores_codex":[0.9969631,0.00003270432,0.0003175133,0.00107648,0.001295335,0.0003148103],"domain_scores_gemma":[0.9949902,0.002214557,0.0002070501,0.0005266299,0.001175382,0.000886127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006907873,0.00003465767,0.0003083921,0.0001127923,0.0001614678,0.00001984455,0.002428138,0.0001642895,0.0003922537,0.4711007,0.01970421,0.5048825],"study_design_scores_gemma":[0.001245968,0.0002812777,0.000849677,0.00006778042,0.0001394518,0.000002940485,0.000286736,0.1961461,0.0002706625,0.1094275,0.6904659,0.00081599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004224008,0.0005565131,0.2212815,0.002994364,0.0002824985,0.003974139,0.001384132,0.0001184951,0.7651844],"genre_scores_gemma":[0.03839343,0.0001802821,0.00513358,0.0002333,0.00008116969,0.000003013333,0.00001251933,0.00003134619,0.9559314],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6707618,"threshold_uncertainty_score":0.9988964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6285107005024337,"score_gpt":0.5054689668631106,"score_spread":0.1230417336393231,"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."}}