{"id":"W3095015631","doi":"10.5206/elip.v3i1.8575","title":"An Exploration of Canadian LIS Programs","year":2020,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Library science; Inclusion (mineral); Diversity (politics); Higher education; Political science; Equity (law); Sociology; Public relations; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001841653,0.0000921089,0.0001045635,0.0005657022,0.0004362024,0.0004680682,0.0003756732,0.00005664712,0.001360047],"category_scores_gemma":[0.00009659312,0.00009209076,0.00005422389,0.002040424,0.0001621498,0.2338945,0.00002188365,0.00009311167,0.0001341216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002595265,"about_ca_system_score_gemma":0.0005707238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00774504,"about_ca_topic_score_gemma":0.0002395702,"domain_scores_codex":[0.9988468,0.00006833312,0.0003693431,0.0001019703,0.0003686919,0.0002448213],"domain_scores_gemma":[0.9991426,0.00001496459,0.0001854992,0.0001266709,0.0001213964,0.00040885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001240662,0.00001281326,0.001374431,0.00001127656,0.000005465628,1.855333e-7,0.6265847,0.0001536221,0.000006022114,0.3564115,0.004057837,0.01136979],"study_design_scores_gemma":[0.0001060252,0.00009015712,0.00100993,0.00001055526,0.000002187502,1.254827e-7,0.3162223,0.00149579,0.0002020717,0.0007207213,0.6800145,0.0001256582],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1401347,0.000142615,0.001876423,0.172489,0.000439485,0.00101956,0.00008050857,0.0009120516,0.6829057],"genre_scores_gemma":[0.9918408,0.0001595793,0.002532575,0.004777236,0.0002542749,0.00001484044,0.0002384868,0.00000640355,0.0001758364],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8517061,"threshold_uncertainty_score":0.9995528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04388245638337091,"score_gpt":0.282828761283329,"score_spread":0.2389463048999581,"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."}}