{"id":"W7026765831","doi":"","title":"Advanced Solar Panel Installation in Nova Scotia to Boost Energy Efficiency By Maritime Solar","year":2024,"lang":"en","type":"other","venue":"","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Efficient energy use; Solar energy; Nova scotia; Renewable energy; Photovoltaic system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003206374,0.00009658658,0.00009612166,0.0002208113,0.002376699,0.0009777001,0.0003824368,0.0006083272,0.004867112],"category_scores_gemma":[0.0007545725,0.00009537197,0.0001455926,0.000239862,0.0006279752,0.0001360875,0.0008329814,0.0006311986,0.0002850754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01176805,"about_ca_system_score_gemma":0.01654268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9217597,"about_ca_topic_score_gemma":0.9854668,"domain_scores_codex":[0.9997407,0.00005243625,0.000004894334,0.00001945637,0.00004714079,0.0001353195],"domain_scores_gemma":[0.9994401,0.00008696262,0.0000395174,0.00002416782,0.0001913485,0.0002177688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004089143,0.001427689,0.407285,0.0009159922,0.0002185958,0.02340969,0.01564,0.02372215,0.05613954,0.04962939,0.1830066,0.2345161],"study_design_scores_gemma":[0.0001905423,0.0003414317,0.8115731,0.0001624334,0.00003204219,0.0003638716,0.01294674,0.004850979,0.002720041,0.001545747,0.1652311,0.00004183947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8452207,0.0004912924,0.0004229026,0.00547593,0.0001912253,0.0001621514,0.0007333882,0.00004473078,0.1472576],"genre_scores_gemma":[0.8967965,0.0002046286,0.0004399639,0.000849154,0.00001955635,0.00002667424,0.0001257552,0.00001083493,0.1015269],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07824028,"threshold_uncertainty_score":0.157402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02699598686764083,"score_gpt":0.3269242036563105,"score_spread":0.2999282167886697,"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."}}