{"id":"W4400392956","doi":"10.23977/aetp.2024.080427","title":"Theoretical Basis Related to English Autonomous Learning of My PhD Dissertation Research","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Central South University of Forestry and Technology; Central South University","keywords":"Basis (linear algebra); Psychology; Mathematics education; Cognitive science; Computer science; Mathematics","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":[0.004881411,0.0002612262,0.0002541307,0.002440745,0.002874486,0.005335041,0.001155671,0.001198416,0.007169017],"category_scores_gemma":[0.006514547,0.0002411649,0.0004270068,0.00164692,0.0107965,0.003646285,0.003202882,0.002015955,0.0008046458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003590136,"about_ca_system_score_gemma":0.006016491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001760864,"about_ca_topic_score_gemma":0.001383774,"domain_scores_codex":[0.9971429,0.001374181,0.0001508856,0.0004581616,0.0005663222,0.0003076469],"domain_scores_gemma":[0.994073,0.002860576,0.0007158174,0.0003522579,0.0009940874,0.001004172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009558014,0.0001494136,0.004377055,0.0001260318,0.000007590416,0.0001477047,0.01246069,0.0002525278,0.0001525111,0.9674249,0.001544832,0.01334714],"study_design_scores_gemma":[0.00007640829,0.0001333455,0.01210098,0.000700167,0.00003813082,0.0005598182,0.03049715,0.003760415,0.0006090537,0.863766,0.08771576,0.00004275388],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2027232,0.005489023,0.05984787,0.04283704,0.0006356291,0.0006762543,0.0001538809,0.00007772943,0.6875593],"genre_scores_gemma":[0.9770485,0.001789213,0.008560328,0.00118121,0.0001288887,0.0004268794,0.00005160303,0.00001178149,0.01080163],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007169017,"threshold_uncertainty_score":0.02604836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504789561096306,"score_gpt":0.4118455919079304,"score_spread":0.3867976962969674,"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."}}