{"id":"W4404860111","doi":"10.11645/18.2.651","title":"Three shots are better than one","year":2024,"lang":"en","type":"article","venue":"Journal of Information Literacy","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Journaling file system; Information literacy; Library instruction; Class (philosophy); Mathematics education; Computer science; Psychology; Medical education; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":["scholarly_communication"],"category_scores_codex":[0.001164175,0.00009137049,0.0001472578,0.0005437264,0.0002528208,0.001985381,0.0003856292,0.00006907542,0.0009594135],"category_scores_gemma":[0.0002141751,0.00007150749,0.0001464532,0.0006905822,0.000084366,0.1056356,0.00003013276,0.0002572435,0.0006096344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007599816,"about_ca_system_score_gemma":0.0003119547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002471557,"about_ca_topic_score_gemma":0.000002428838,"domain_scores_codex":[0.9980063,0.00004125445,0.0008729107,0.00004827119,0.0008090587,0.0002221759],"domain_scores_gemma":[0.9986423,0.0001329793,0.0004915708,0.0001131564,0.000450311,0.0001696361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005953963,0.0000589415,0.0137311,0.0002153779,0.00008473801,0.00001998172,0.2072603,0.00006924992,0.00002148565,0.189308,0.1214055,0.4677657],"study_design_scores_gemma":[0.0001478037,0.00004789508,0.01703449,0.0003143921,0.000008693372,0.00001972886,0.002052556,0.0007707175,0.00003744935,0.006401509,0.9730557,0.0001090287],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6221242,0.001788763,0.0627474,0.1164455,0.01006219,0.0007037342,0.000083498,0.0003993184,0.1856454],"genre_scores_gemma":[0.974849,0.0002112028,0.007686994,0.01437645,0.002002255,0.000004157923,0.00002201796,0.000008257253,0.0008397068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8516502,"threshold_uncertainty_score":0.9999539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721907417052604,"score_gpt":0.290555681032388,"score_spread":0.273336606861862,"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."}}