{"id":"W2472008814","doi":"10.5539/ies.v9n7p1","title":"Understanding Student Coregulation in Task Interpretation during Electronics Laboratory Activities","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Task (project management); Context (archaeology); Mathematics education; Class (philosophy); Interpretation (philosophy); Process (computing); Pedagogy; Computer science; Artificial intelligence","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":[0.0007466247,0.0001252985,0.0001431342,0.0004290241,0.0001107819,0.00002945621,0.0001304185,0.00005020089,0.0001415291],"category_scores_gemma":[0.0006710056,0.0001014304,0.00003110876,0.0002243822,0.00008874121,0.0002618821,0.00003880571,0.0001622825,0.00003394884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517423,"about_ca_system_score_gemma":0.0001246003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001500481,"about_ca_topic_score_gemma":0.00003508379,"domain_scores_codex":[0.9986569,0.0003819718,0.0003003792,0.0002625514,0.0002212545,0.0001769331],"domain_scores_gemma":[0.9987779,0.0005028567,0.0002010311,0.0001264965,0.0003733205,0.00001844072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006032857,0.0008881785,0.5418686,0.00005079028,0.001146844,0.000006009072,0.1108159,0.0001832016,0.03467187,0.2478438,0.005129604,0.05679183],"study_design_scores_gemma":[0.001130836,0.00007666651,0.9311339,0.0004309331,0.00002007451,0.000008691884,0.04744306,0.00002245577,0.001036766,0.01019491,0.008186467,0.0003151845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657529,0.0006649046,0.02208007,0.001581272,0.005014454,0.0001113533,0.000005393441,0.00007053292,0.004719148],"genre_scores_gemma":[0.994241,0.00008399611,0.0005387639,0.000137485,0.0002415492,0.000105988,0.000007545377,0.00001673938,0.004626936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3892653,"threshold_uncertainty_score":0.4136212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1261906122585397,"score_gpt":0.4770824328612345,"score_spread":0.3508918206026947,"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."}}