{"id":"W4406045730","doi":"10.23977/jaip.2024.070411","title":"Exploration of Teaching Strategies for Artificial Intelligence-Oriented College Students' Autonomous Learning","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Educational Technology and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autonomous learning; Mathematics education; Computer science; Artificial intelligence; Psychology","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":[0.000636,0.0002643374,0.0001624878,0.0004156926,0.0005537365,0.0016839,0.000597911,0.0004378398,0.002944225],"category_scores_gemma":[0.00152544,0.0001011926,0.0002854267,0.0002556876,0.0004727176,0.001339144,0.0006385015,0.0003844626,0.0002758421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008081945,"about_ca_system_score_gemma":0.001353896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109477,"about_ca_topic_score_gemma":0.001772678,"domain_scores_codex":[0.9997055,0.0001607338,0.000009375984,0.00004226137,0.000044827,0.00003726694],"domain_scores_gemma":[0.9995332,0.0002387831,0.00004457408,0.0000237356,0.00006017005,0.00009962345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002646776,0.003496579,0.03032853,0.0006651009,0.00005337817,0.0005352093,0.03902537,0.01141257,0.01638188,0.2183795,0.005023635,0.6744335],"study_design_scores_gemma":[0.0006731884,0.002561133,0.04321217,0.0006995681,0.000311856,0.0008898358,0.07925787,0.4670756,0.02772008,0.2598214,0.1176113,0.0001660375],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7621284,0.0004059277,0.1533003,0.001554744,0.00003699186,0.0005804364,0.00002225874,0.0003359102,0.08163513],"genre_scores_gemma":[0.9458002,0.0001590627,0.04981125,0.00005476711,0.000003947103,0.0001496,0.0000176509,0.000009938302,0.003993397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002944225,"threshold_uncertainty_score":0.009849429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1148752237535452,"score_gpt":0.4348073644437311,"score_spread":0.3199321406901859,"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."}}