{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01281802,0.000637054,0.0007607982,0.006923822,0.005590275,0.02839868,0.003502641,0.007002535,0.04830943],"category_scores_gemma":[0.04673126,0.0009433432,0.001316734,0.008572625,0.01425237,0.05249258,0.01222859,0.005170477,0.01341293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008220199,"about_ca_system_score_gemma":0.01076275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009176726,"about_ca_topic_score_gemma":0.006870613,"domain_scores_codex":[0.9865715,0.004618029,0.0004690738,0.002652867,0.004383489,0.001305148],"domain_scores_gemma":[0.9660502,0.01346678,0.002082782,0.008740095,0.006182552,0.003477488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003248912,0.0001139391,0.001112151,0.00005048847,0.000009783418,0.0000606682,0.00156111,0.0003119103,0.0002696693,0.9536489,0.02039463,0.0224342],"study_design_scores_gemma":[0.0000729391,0.000088507,0.001513667,0.0001636785,0.00002564744,0.0003081835,0.002039697,0.004543879,0.0005428654,0.6954499,0.2951849,0.00006612382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02706177,0.001620417,0.1400043,0.1176709,0.0009953763,0.0003653303,0.0009840261,0.001845021,0.709453],"genre_scores_gemma":[0.6351746,0.003106438,0.09083677,0.01783677,0.001792209,0.001065131,0.001069068,0.001243023,0.247876],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9930762,"threshold_uncertainty_score":0.1616111,"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."}}