{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002585957,0.0001038726,0.0001182203,0.0000352808,0.0003943497,0.0003653416,0.0002219346,0.000110205,0.0005107286],"category_scores_gemma":[0.001006125,0.00009935164,0.00004297038,0.0003499603,0.0001406418,0.0004965893,0.00007127957,0.0001575513,0.00018531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001530532,"about_ca_system_score_gemma":0.0009096065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008753876,"about_ca_topic_score_gemma":0.0004745083,"domain_scores_codex":[0.9988141,0.00002252179,0.0001559504,0.00027108,0.000394284,0.0003420409],"domain_scores_gemma":[0.9975093,0.00001823472,0.00006870129,0.00004396259,0.002176166,0.0001836389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003679855,0.0000278594,0.002126544,0.00001291567,0.00001146228,0.000004355695,0.8372585,2.017088e-7,0.0002108485,0.1503953,0.006317043,0.00363127],"study_design_scores_gemma":[0.0001119101,0.000006003494,0.003311888,0.00003139114,0.000005997431,0.000005522501,0.6647602,0.000004434853,0.0007048595,0.001297008,0.3296037,0.0001570686],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9111399,0.00007049176,0.0000393203,0.02105699,0.0005745282,0.0001148853,0.000004079568,0.0001369059,0.0668629],"genre_scores_gemma":[0.9843286,0.0001327994,0.00131002,0.001446571,0.0001628435,0.00001395041,0.000006085727,0.000005428111,0.01259369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3232867,"threshold_uncertainty_score":0.5592121,"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."}}