{"id":"W4403603061","doi":"10.5206/cjsotlrcacea.2024.2.15558","title":"Combining SIFT and the Information Needs, Types, and Qualities Approaches: A Framework-Informed Strategy for Information Literacy Instruction","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Information literacy; Literacy; Computer science; Information needs; Mathematics education; Sociology; Psychology; Pedagogy; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01299673,0.001126865,0.0007161191,0.006257831,0.002305235,0.006123269,0.002248458,0.00191993,0.005069475],"category_scores_gemma":[0.01614103,0.0007499804,0.001221597,0.002703791,0.009594891,0.009953959,0.007010425,0.003960344,0.0008429471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006852586,"about_ca_system_score_gemma":0.01009368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004320551,"about_ca_topic_score_gemma":0.01223561,"domain_scores_codex":[0.9935552,0.003977958,0.0003775606,0.0005417448,0.001168673,0.000378754],"domain_scores_gemma":[0.9844911,0.01168143,0.0007541766,0.001031467,0.00129189,0.0007500458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001585814,0.000819977,0.006812973,0.001108733,0.00003903432,0.0005873338,0.1526269,0.002773116,0.009321051,0.3517972,0.006847216,0.467108],"study_design_scores_gemma":[0.0001962458,0.0008872816,0.006353836,0.002511121,0.0001294801,0.001166894,0.1313552,0.02561329,0.01559355,0.6316702,0.1843284,0.0001945273],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07904274,0.0004019343,0.8600195,0.0100516,0.00009431782,0.00116849,0.0001098924,0.001000462,0.04811104],"genre_scores_gemma":[0.2594384,0.0003855664,0.7333626,0.0006781307,0.0000241641,0.001023698,0.000134263,0.0001375508,0.004815654],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01299673,"threshold_uncertainty_score":0.06873411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05831040847699902,"score_gpt":0.3275105890964324,"score_spread":0.2692001806194334,"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."}}