{"id":"W2767163554","doi":"10.28945/2478","title":"An Instructional Model for Teaching Troubleshooting Skills","year":2002,"lang":"en","type":"article","venue":"Informing Science and IT Education Conference","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology","funders":"Division of Human Resource Development; British Columbia Institute of Technology","keywords":"Troubleshooting; Summative assessment; Computer science; Multimedia; Mathematics education; Formative assessment; Psychology; Operating system","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":[0.0008068694,0.000682246,0.0003379669,0.0008352888,0.0003427308,0.0007820022,0.001130194,0.0007882238,0.005888204],"category_scores_gemma":[0.003363624,0.0003292305,0.0003318593,0.0003053483,0.0002654982,0.001021411,0.0008683653,0.001085817,0.001773794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000611704,"about_ca_system_score_gemma":0.001067266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004989885,"about_ca_topic_score_gemma":0.001239625,"domain_scores_codex":[0.9991842,0.0002565568,0.00005145198,0.000108589,0.0003453343,0.00005388066],"domain_scores_gemma":[0.9986318,0.0006356488,0.0001345026,0.0001728465,0.0002631726,0.0001619732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007137341,0.0148619,0.003132852,0.001279038,0.00004846807,0.0002411015,0.002055001,0.006077774,0.06164034,0.01224747,0.01240073,0.8853017],"study_design_scores_gemma":[0.006012632,0.05205883,0.02281441,0.002021474,0.0009410856,0.006414137,0.002715075,0.2101872,0.2459795,0.02471092,0.4256851,0.0004596627],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.32001,0.0006543757,0.6194161,0.002367292,0.0007419341,0.005626648,0.000374572,0.006116423,0.04469262],"genre_scores_gemma":[0.3437481,0.0007587909,0.6296339,0.0007075649,0.00009055925,0.004905366,0.0003136226,0.0001596034,0.01968257],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005888204,"threshold_uncertainty_score":0.01969796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638729757708183,"score_gpt":0.2778127470448061,"score_spread":0.2614254494677242,"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."}}