{"id":"W3150039036","doi":"10.29173/iasl7734","title":"Developing independent learners","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statutory law; Curriculum; Mathematics education; Library science; Political science; Pedagogy; Medical education; Sociology; Psychology; 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":[0.005879586,0.0006320239,0.0004442609,0.0007749958,0.004339439,0.006736979,0.002116013,0.001087283,0.03366033],"category_scores_gemma":[0.006471273,0.0006361876,0.0003826724,0.000419313,0.002863572,0.003713415,0.01120191,0.002039572,0.01199799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002292296,"about_ca_system_score_gemma":0.009695689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00231619,"about_ca_topic_score_gemma":0.01031731,"domain_scores_codex":[0.9970791,0.0008779581,0.00009701955,0.0004203837,0.000859237,0.0006663076],"domain_scores_gemma":[0.9923016,0.0008073206,0.0004016148,0.0007722861,0.001810175,0.003906996],"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":[0.0001640804,0.002637399,0.02704201,0.0005825976,0.00002167837,0.001819729,0.1932999,0.0003615678,0.007800207,0.06947298,0.1143983,0.5823996],"study_design_scores_gemma":[0.00005474161,0.0008269486,0.0127541,0.0004884533,0.00002250217,0.001007981,0.06510826,0.00025691,0.004615891,0.01061355,0.9041952,0.00005553578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4485261,0.001069731,0.01841245,0.004996759,0.0004820878,0.002657438,0.0004851338,0.0007385939,0.5226316],"genre_scores_gemma":[0.3703858,0.001749639,0.04844441,0.001723828,0.00006913434,0.001844128,0.0006246968,0.000301619,0.5748568],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03366033,"threshold_uncertainty_score":0.112605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06091030404925872,"score_gpt":0.3537078722061866,"score_spread":0.2927975681569279,"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."}}