{"id":"W4390011939","doi":"10.33137/cjal-rcbu.v9.40904","title":"Visions of the Possible","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Academic Librarianship","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vision; Scholarship; Curriculum; Information literacy; Set (abstract data type); Pedagogy; Work (physics); Sociology; Library instruction; Mathematics education; Political science; Psychology; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001167894,0.00005452267,0.0001097164,0.0003758518,0.0004971829,0.0001174621,0.001241075,0.0001313964,0.0005456659],"category_scores_gemma":[0.0007877955,0.00003742355,0.0001077974,0.001925791,0.0003884804,0.008893437,0.00002487465,0.0004315574,0.00006005943],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003740623,"about_ca_system_score_gemma":0.006301748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001261521,"about_ca_topic_score_gemma":0.0002445878,"domain_scores_codex":[0.9987069,0.0001259603,0.0004407564,0.00005350451,0.0003571583,0.0003157571],"domain_scores_gemma":[0.9987382,0.0001631651,0.0003079329,0.0001296517,0.00008430764,0.0005767355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004519884,0.000002275497,0.2008222,0.00001035921,0.00001299624,0.000008847936,0.04730027,0.00009405983,0.00005454459,0.461922,0.2850136,0.004754241],"study_design_scores_gemma":[0.0001439675,0.00002279788,0.1564254,0.0001215172,0.000006760401,0.000008683392,0.009289436,0.00004130644,0.0002971504,0.03190315,0.8016569,0.0000829459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7051134,0.0004832728,0.00002319967,0.1393644,0.003459576,0.0002179608,0.00004365552,0.00003443153,0.1512602],"genre_scores_gemma":[0.989729,0.00008982181,0.00007090083,0.003517481,0.0004423856,5.570186e-7,0.000001263628,0.000005331154,0.006143192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5166433,"threshold_uncertainty_score":0.9993316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04941955944817294,"score_gpt":0.300032699876615,"score_spread":0.2506131404284421,"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."}}