{"id":"W3144422736","doi":"10.29173/iasl7447","title":"School Library Research Rocks","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"School library; Library science; Information literacy; Professional development; Sociology; School teachers; Medical education; Literacy; Pedagogy; Political science; Psychology; Medicine; Computer 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00659301,0.0008799337,0.001184899,0.008035243,0.004857102,0.01815156,0.001763431,0.002906904,0.5846063],"category_scores_gemma":[0.01991817,0.0008845849,0.0009103713,0.01079853,0.002115821,0.008886903,0.00565475,0.003324361,0.498033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006657626,"about_ca_system_score_gemma":0.01515624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005808898,"about_ca_topic_score_gemma":0.0117745,"domain_scores_codex":[0.9908632,0.001521281,0.001059011,0.002015438,0.003893562,0.0006474617],"domain_scores_gemma":[0.9726451,0.003374559,0.001545497,0.006294522,0.01217583,0.003964449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007887702,0.0001100994,0.001900373,0.0008111206,0.00001801309,0.0001380206,0.0007249496,0.00003681762,0.0006415767,0.03434468,0.654354,0.3068414],"study_design_scores_gemma":[0.000005771499,0.00001304647,0.0008375011,0.0002074451,0.000003408001,0.00005276611,0.0002025285,0.00001427581,0.0001567349,0.001151237,0.9973499,0.000005506908],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001462632,0.005938014,0.001482268,0.01378594,0.002953763,0.000314456,0.00474859,0.002030026,0.9672843],"genre_scores_gemma":[0.009899349,0.005041908,0.002697503,0.003307078,0.0007882779,0.0002494934,0.004709304,0.0005663498,0.9727407],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5846063,"threshold_uncertainty_score":0.5925087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06606131470699819,"score_gpt":0.3600118538593908,"score_spread":0.2939505391523926,"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."}}