{"id":"W3126437325","doi":"10.29173/iasl7636","title":"From Dependence to Independence","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coaching; Information literacy; Psychology; Mathematics education; Empirical research; Pedagogy; Medical education; 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":[0.0009661714,0.0004167999,0.000337911,0.0009125185,0.002464062,0.003289241,0.0009736203,0.0009331244,0.04540129],"category_scores_gemma":[0.00512806,0.0002103607,0.0004114739,0.0009817465,0.006502181,0.003479046,0.007864037,0.003067826,0.007492997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001736205,"about_ca_system_score_gemma":0.002044714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006509367,"about_ca_topic_score_gemma":0.004980535,"domain_scores_codex":[0.9984658,0.0003785195,0.00006215017,0.0002561696,0.0004056902,0.0004318171],"domain_scores_gemma":[0.9978612,0.000449212,0.0001980102,0.0003214105,0.0005152447,0.0006548786],"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":[0.0002365672,0.0002920203,0.03659174,0.0002384595,0.00004456881,0.001908896,0.02246039,0.0004239295,0.001395661,0.6122342,0.05915938,0.2650142],"study_design_scores_gemma":[0.0000389768,0.0001768899,0.03123884,0.0005487803,0.00003060532,0.002620484,0.01686536,0.0006124633,0.0007647676,0.2052551,0.7417903,0.00005737436],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1028888,0.001069302,0.00617198,0.008521256,0.0004009756,0.00006028149,0.0004296519,0.000177708,0.8802801],"genre_scores_gemma":[0.861366,0.00128726,0.001165919,0.002315939,0.0001289392,0.00009389784,0.0003921162,0.0001606256,0.1330894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04540129,"threshold_uncertainty_score":0.1518825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02515645166755563,"score_gpt":0.2990126313447116,"score_spread":0.273856179677156,"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."}}