{"id":"W2004433018","doi":"10.3390/s120404534","title":"The Application of LiDAR to Assessment of Rooftop Solar Photovoltaic Deployment Potential in a Municipal District Unit","year":2012,"lang":"en","type":"article","venue":"Sensors","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Photovoltaic system; Software deployment; Lidar; Computer science; Geographic information system; Remote sensing; Environmental science; Software; Systems engineering; Engineering; Geography","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":[0.0003090644,0.0002255772,0.0001948289,0.001363985,0.0005761783,0.0005347507,0.0004845532,0.0005745931,0.001266143],"category_scores_gemma":[0.001130037,0.0002075813,0.000230768,0.001678103,0.0001609968,0.000269931,0.000625671,0.0002620414,0.0002840713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004752807,"about_ca_system_score_gemma":0.0005054999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01039285,"about_ca_topic_score_gemma":0.02913393,"domain_scores_codex":[0.9997359,0.00006594654,0.0000164981,0.00004121087,0.0001066819,0.00003382738],"domain_scores_gemma":[0.9996655,0.0001110853,0.00004679058,0.00002947586,0.0001190279,0.00002806931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002637186,0.0005645383,0.40831,0.0005561472,0.0001408406,0.003729883,0.003072163,0.13886,0.09918653,0.002738833,0.002935112,0.3396423],"study_design_scores_gemma":[0.00004455813,0.0007343316,0.3586417,0.0001033385,0.0000932417,0.001484642,0.007763187,0.575178,0.04714353,0.002601547,0.006104802,0.0001072504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9567357,0.0001126442,0.03649043,0.0001436556,0.00001295581,0.0001556584,0.0007092569,0.0002675751,0.005372013],"genre_scores_gemma":[0.9728391,0.00006738877,0.02606781,0.0000151154,0.000004025389,0.00005020982,0.0001600614,0.000007916228,0.0007882506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01039285,"threshold_uncertainty_score":0.02066469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01495130734134039,"score_gpt":0.2917317913927637,"score_spread":0.2767804840514234,"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."}}