{"id":"W4409852012","doi":"10.1016/j.prime.2025.101001","title":"Potential paths to Canada's climate commitments through strategic solar photovoltaic deployment","year":2025,"lang":"en","type":"article","venue":"e-Prime - Advances in Electrical Engineering Electronics and Energy","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Photovoltaic system; Software deployment; Political science; Business; Environmental science; Meteorology; Geography; Computer science; Engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001755643,0.0003823138,0.000194729,0.0008697395,0.00488554,0.003865304,0.001308439,0.001868374,0.008194588],"category_scores_gemma":[0.003306936,0.0001832177,0.0005627329,0.001160413,0.001035764,0.001253475,0.001876078,0.001805346,0.0005468811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04073054,"about_ca_system_score_gemma":0.1967349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9516743,"about_ca_topic_score_gemma":0.9846593,"domain_scores_codex":[0.9973176,0.0002961875,0.00003130463,0.00008830705,0.0009634558,0.001303096],"domain_scores_gemma":[0.9977524,0.0002437922,0.00004938101,0.00003637018,0.001262345,0.000655824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003061065,0.0001904845,0.02979038,0.0009290652,0.0001117799,0.001350701,0.002637817,0.0214659,0.00591305,0.4250107,0.3430736,0.1692205],"study_design_scores_gemma":[0.00009010474,0.0002041351,0.04996481,0.0007691007,0.0001265952,0.0003515297,0.01708945,0.01257682,0.005644775,0.0458201,0.8671582,0.0002044152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.155172,0.009970081,0.009932468,0.2423896,0.001083231,0.0002443642,0.004161239,0.0005109294,0.576536],"genre_scores_gemma":[0.916423,0.007727887,0.01044603,0.01350826,0.00007884637,0.00007714272,0.001653365,0.00009253623,0.04999287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04832572,"threshold_uncertainty_score":0.2955221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00256196541421501,"score_gpt":0.203479494035733,"score_spread":0.200917528621518,"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."}}