{"id":"W3150362291","doi":"10.29173/iasl7832","title":"Helping Students Achieve","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Resource (disambiguation); Psychology; Pedagogy; Medical education; Knowledge management; Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002824339,0.0008004801,0.0007054234,0.0009740949,0.003676636,0.0110608,0.001679636,0.002870264,0.02580239],"category_scores_gemma":[0.008247213,0.0002901503,0.0009207437,0.000589092,0.001804197,0.003547736,0.008872768,0.003379743,0.03881923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587071,"about_ca_system_score_gemma":0.006677567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001466525,"about_ca_topic_score_gemma":0.004146139,"domain_scores_codex":[0.9971138,0.0005916264,0.00009646916,0.0003627311,0.0009984877,0.0008368148],"domain_scores_gemma":[0.9926071,0.0004387249,0.0007715174,0.0006029204,0.001955072,0.00362468],"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":[0.0000932743,0.002051882,0.02586738,0.0005634258,0.00004665119,0.0005319803,0.04079157,0.000547059,0.00601719,0.05127817,0.3939003,0.4783111],"study_design_scores_gemma":[0.00005852375,0.0007628083,0.02043984,0.0006063693,0.00005930268,0.0008319299,0.02719479,0.0008698244,0.006092171,0.04725541,0.8957488,0.00008024753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2662882,0.00433423,0.0268891,0.09102169,0.00269793,0.0006861915,0.0006611808,0.004773233,0.6026483],"genre_scores_gemma":[0.481292,0.004514077,0.04346791,0.01985714,0.0004623953,0.0007878183,0.0009791719,0.0006670218,0.4479725],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02580239,"threshold_uncertainty_score":0.08631754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04302089800851294,"score_gpt":0.3379080811627871,"score_spread":0.2948871831542742,"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."}}