{"id":"W4377090387","doi":"10.51224/srxiv.298","title":"Autonomy-supportive instructional language does not enhance skill acquisition compared to controlling instructional language","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Autonomy; Computer science; Language acquisition; Learner autonomy; Psychology; Mathematics education; Pedagogy; Comprehension approach; Language education; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007728047,0.0002719943,0.0005058513,0.0001805449,0.0001286938,0.0004333094,0.0003458218,0.0003146884,0.003059973],"category_scores_gemma":[0.005353689,0.0001648427,0.0002325176,0.00009936133,0.0005934821,0.0005033766,0.0005622947,0.0005867693,0.0003198012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243949,"about_ca_system_score_gemma":0.0005031816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003175875,"about_ca_topic_score_gemma":0.0006208609,"domain_scores_codex":[0.9992418,0.0002158946,0.0001002229,0.0001795137,0.0002030353,0.00005961898],"domain_scores_gemma":[0.9954982,0.002557419,0.0007797998,0.0004323421,0.0001332372,0.0005989958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.06132871,0.02626845,0.01894384,0.00149455,0.0003955464,0.0003000459,0.003066274,0.00070222,0.7236088,0.001122237,0.0005732391,0.1621961],"study_design_scores_gemma":[0.006505271,0.2547367,0.3943363,0.0002634401,0.001040598,0.0007866428,0.001720741,0.005103013,0.3229274,0.003965812,0.008494978,0.0001191524],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998806,0.00005187299,0.0003769856,0.00002650047,0.000008365204,0.00002406247,0.00001862247,0.00002133578,0.000666178],"genre_scores_gemma":[0.9962005,0.00009567528,0.002257629,0.00003863169,0.000009095675,0.00009915596,0.0000517422,0.00001510179,0.001232502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003059973,"threshold_uncertainty_score":0.01023668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03637597590170426,"score_gpt":0.4051735368824668,"score_spread":0.3687975609807625,"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."}}