{"id":"W2908787664","doi":"","title":"Self-Directed Online Learning and Literacy Instruction: Pre-Service Teachers","year":2018,"lang":"en","type":"article","venue":"2018 Conference of the Canadian Society for the Study of Education","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Autodidacticism; Literacy; Computer science; Psychology; Mathematics education; Medical education; Pedagogy; Multimedia; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000412386,0.00008623954,0.0001281163,0.00004400451,0.001686063,0.00004350053,0.0003815355,0.00008670423,0.00003096996],"category_scores_gemma":[0.0003924092,0.00006548037,0.000061751,0.0004993274,0.0006290091,0.000127555,0.00004588238,0.0001515574,9.489303e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002935505,"about_ca_system_score_gemma":0.002064385,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.183389,"about_ca_topic_score_gemma":0.6560454,"domain_scores_codex":[0.9992161,0.00008018785,0.0001895273,0.0001650869,0.0001619005,0.0001871619],"domain_scores_gemma":[0.9983012,0.0001425778,0.0002582855,0.0002274872,0.001005006,0.00006540713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007368691,0.0001884463,0.02825555,0.0000308614,0.0002222004,2.449844e-9,0.8911904,0.000001197971,0.00005677103,0.001317518,0.009949367,0.0687803],"study_design_scores_gemma":[0.0003067229,0.0001505469,0.1789729,0.00004902521,0.0001465102,4.65072e-7,0.6485842,0.0002190796,0.00007368531,0.001110553,0.1702624,0.0001239164],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893239,0.0001771568,0.000008400067,0.00768343,0.0009536922,0.0008664567,0.00001055081,0.0001042823,0.0008720894],"genre_scores_gemma":[0.9944789,0.00007816007,0.002386738,0.0001422484,0.0002454803,0.00007431532,0.000003097254,0.000007368437,0.002583659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4726564,"threshold_uncertainty_score":0.9996136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03056153406574523,"score_gpt":0.3392743573655589,"score_spread":0.3087128232998137,"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."}}