{"id":"W2038853607","doi":"10.1063/1.1881879","title":"Up on the Roof, Another Green Weapon","year":2005,"lang":"en","type":"article","venue":"Physics Today","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Solar energy; Roof; Downtown; Solar water heating; Environmental science; Electricity; Renewable energy; Fossil fuel; Architectural engineering; Engineering; Civil engineering; Waste management; Geography; Electrical engineering; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001299299,0.0001388458,0.0001238383,0.00001149305,0.0001050535,0.0000264797,0.0002277334,0.00004824506,0.0007491196],"category_scores_gemma":[0.00001025226,0.00008578191,0.0000937716,0.0001098113,0.00002789748,0.00006798506,0.00002790137,0.0001278346,0.00294179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003120661,"about_ca_system_score_gemma":0.00001099257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727729,"about_ca_topic_score_gemma":0.0002374272,"domain_scores_codex":[0.99922,0.00008433412,0.0001240054,0.0001646357,0.0001967252,0.0002102688],"domain_scores_gemma":[0.9993757,0.00009494751,0.00007131365,0.0004029813,0.00002169256,0.0000333395],"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":[0.0001542208,0.000333421,0.002455411,0.00002817896,0.0001972693,0.000005472553,0.005966661,0.002926425,0.1171844,0.3149172,0.04334483,0.5124865],"study_design_scores_gemma":[0.0002862901,0.00004190291,0.0009074269,0.00002709003,0.00001167912,0.00000186765,0.00007155036,0.00141476,0.07563441,0.00963308,0.9117677,0.0002022666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5613578,0.0001985156,0.0003371288,0.002574591,0.0009281923,0.0003028929,0.00001662892,0.0002229719,0.4340613],"genre_scores_gemma":[0.9723004,0.000003319977,0.00001248643,0.0021944,0.002066101,0.00003083544,0.000005033929,0.00003597694,0.02335145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8684229,"threshold_uncertainty_score":0.9978346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03076256338659999,"score_gpt":0.2363739490365597,"score_spread":0.2056113856499597,"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."}}