{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01438992,0.001160448,0.0008971927,0.00321074,0.01470712,0.02541218,0.003747318,0.01240961,0.01079043],"category_scores_gemma":[0.009602026,0.0007185171,0.001346402,0.001436189,0.1030789,0.03153786,0.01696509,0.01638679,0.002839627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01183884,"about_ca_system_score_gemma":0.01654606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006941846,"about_ca_topic_score_gemma":0.007929493,"domain_scores_codex":[0.987664,0.006530924,0.0003895531,0.001915434,0.0019072,0.001592735],"domain_scores_gemma":[0.9924664,0.001925503,0.0005156021,0.001422973,0.001379469,0.002290016],"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":[0.000005977407,0.000009078629,0.00007497953,0.00002483443,0.000002227916,0.00002822834,0.001885441,0.00007352488,0.00002553406,0.9927948,0.002837309,0.002237975],"study_design_scores_gemma":[0.0000073847,0.00001390212,0.0001411964,0.0001827873,0.00000428534,0.000123597,0.005560819,0.0001666895,0.00004931943,0.8708633,0.1228724,0.00001423421],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008277945,0.01490386,0.02458303,0.2868381,0.00315646,0.00008649021,0.0001151921,0.0001502236,0.6618888],"genre_scores_gemma":[0.8523887,0.01203096,0.02378044,0.03869625,0.002700322,0.0006470265,0.0001996645,0.0002102401,0.06934633],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9745878,"threshold_uncertainty_score":0.08589721,"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."}}