{"id":"W4213136528","doi":"10.1177/1420326x211073130","title":"Fire safety of building integrated photovoltaic systems: Critical review for codes and standards","year":2022,"lang":"en","type":"article","venue":"Indoor and Built Environment","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Université de Sherbrooke","funders":"","keywords":"Building-integrated photovoltaics; Architectural engineering; Photovoltaic system; Glazing; Fire safety; Fire protection; Building code; Engineering; Civil engineering; Electrical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003501602,0.0001014135,0.000204036,0.00002528066,0.0001184499,0.00001008102,0.00005370041,0.00003145299,0.00006416041],"category_scores_gemma":[0.00002932557,0.00009626665,0.000027577,0.0000466051,0.00004780212,0.00004159899,0.00005483843,0.00008905982,3.836267e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205816,"about_ca_system_score_gemma":0.000011586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002648707,"about_ca_topic_score_gemma":8.336321e-7,"domain_scores_codex":[0.9993127,0.00002756369,0.0002134236,0.0001307591,0.0001975742,0.0001179727],"domain_scores_gemma":[0.999746,0.00007288588,0.00002623064,0.0001017258,0.00001343588,0.00003973375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001469665,0.0001012614,0.0009323608,0.004891732,0.0001649701,0.000006294125,0.0001729802,0.9458966,0.01201893,0.004641828,0.004515619,0.02651045],"study_design_scores_gemma":[0.001012384,0.0003322545,0.0002552295,0.00109902,0.000176109,0.00005352146,0.0002405198,0.7068698,0.004454461,0.000246659,0.2848216,0.000438426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3740575,0.2178183,0.4032109,0.0003078646,0.0006179829,0.001578976,0.001879973,0.0002204676,0.0003080255],"genre_scores_gemma":[0.9832979,0.0145124,0.001880621,0.00004964103,0.00001499035,0.0001713053,0.00003075596,0.00001836663,0.0000240188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6092404,"threshold_uncertainty_score":0.392564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01089809758423276,"score_gpt":0.2319069460976094,"score_spread":0.2210088485133766,"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."}}