{"id":"W6991559701","doi":"","title":"How Many Solar Panels Do I Need for My Home in Winnipeg?","year":2024,"lang":"en","type":"other","venue":"","topic":"Education, Technology, and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Clothing; Set (abstract data type); Focus (optics)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002314607,0.0001899985,0.0001902838,0.0001595599,0.00002433262,0.00006593301,0.000335196,0.0006540715,0.006150634],"category_scores_gemma":[0.00003751388,0.0001624596,0.00005960582,0.0002296931,0.000243702,0.00005208452,0.0001147333,0.0003482826,0.001356838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001161379,"about_ca_system_score_gemma":0.00001739524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006357949,"about_ca_topic_score_gemma":0.001335926,"domain_scores_codex":[0.9990181,0.00001455688,0.000117191,0.0004210096,0.0001482236,0.0002808612],"domain_scores_gemma":[0.9995018,0.00003364739,0.00005013769,0.0003669204,0.000002551611,0.00004490854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000132252,0.0000382451,0.002233828,0.0001030155,0.00001407692,0.000002329633,0.0003712901,8.341433e-7,0.0001125891,0.003088611,0.9909272,0.003106658],"study_design_scores_gemma":[0.0001184722,0.00002493311,0.0006009053,0.00006228803,0.00001566357,0.000002398723,0.001234728,0.00001526259,0.0001010845,0.01892607,0.9786588,0.0002393742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005708638,0.001000905,0.001935358,0.02156845,0.001607017,0.0008921667,0.0000445854,0.0005823134,0.9717984],"genre_scores_gemma":[0.006828829,0.0002807122,0.002770385,0.0003745882,0.0001916198,0.00009885604,0.00001588591,0.0002130601,0.989226],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02119386,"threshold_uncertainty_score":0.9994207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357643119180407,"score_gpt":0.2757068917045482,"score_spread":0.2521304605127441,"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."}}