{"id":"W4391578278","doi":"10.18260/1-2--41927","title":"Solar PV Installation and Troubleshooting Course Development","year":2024,"lang":"en","type":"article","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"National Science Foundation","keywords":"Troubleshooting; Course (navigation); Photovoltaic system; Computer science; Engineering; Systems engineering; Electrical engineering; Reliability engineering; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005163697,0.0007423243,0.0004142663,0.0006570134,0.0004886225,0.0009606512,0.001306612,0.0005742799,0.066328],"category_scores_gemma":[0.0009105764,0.0003154649,0.0004200371,0.0003166237,0.0001668148,0.0006160561,0.0009311026,0.001120956,0.01521898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008198938,"about_ca_system_score_gemma":0.001291912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001273763,"about_ca_topic_score_gemma":0.002139776,"domain_scores_codex":[0.9995585,0.00003180996,0.00001654164,0.0001054949,0.000210845,0.00007681844],"domain_scores_gemma":[0.9992605,0.00009702118,0.00003907689,0.00008449644,0.000343,0.0001759516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005406661,0.006487508,0.005303807,0.0004278396,0.00001532576,0.0003092075,0.0003059239,0.01615308,0.1109252,0.007497359,0.1489013,0.7031327],"study_design_scores_gemma":[0.0005787417,0.005294814,0.03241418,0.0003014068,0.00004011295,0.00080735,0.0004814842,0.09352308,0.2107597,0.005928655,0.6497621,0.0001083563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2388112,0.0003457366,0.3451718,0.00247865,0.00151369,0.006041701,0.00503793,0.01658938,0.3840099],"genre_scores_gemma":[0.399153,0.0006741708,0.2365147,0.001022321,0.0004128872,0.002600533,0.006153943,0.0009351633,0.3525332],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.066328,"threshold_uncertainty_score":0.2218893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479361935264879,"score_gpt":0.2542935778045738,"score_spread":0.239499958451925,"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."}}