{"id":"W4255456588","doi":"10.1049/el.2020.0226","title":"interview","year":2020,"lang":"en","type":"article","venue":"Electronics Letters","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Snow; Renewable energy; Solar energy; Environmental science; Meteorology; Cold climate; Engineering; Electrical engineering; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0000412802,0.00008556995,0.00009585467,0.00002638127,0.00002020435,0.00001662763,0.0001576533,0.00003436267,0.00001246453],"category_scores_gemma":[0.000016161,0.00008535034,0.00003596508,0.0001349045,0.00001392282,0.0000344867,0.00002166628,0.0002397355,0.0001279084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004367905,"about_ca_system_score_gemma":0.000004498944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.751229e-7,"about_ca_topic_score_gemma":0.000001056394,"domain_scores_codex":[0.999517,0.000007380595,0.00008361822,0.00009182897,0.00005672429,0.0002434273],"domain_scores_gemma":[0.9998332,0.00001188455,0.000008168212,0.000115697,0.000003872589,0.00002722814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000008160554,0.00001060825,0.0002142296,0.0002711666,0.0001636824,0.00004257841,0.0009713056,0.02504,0.1902187,0.005297688,0.4885572,0.2892047],"study_design_scores_gemma":[0.0003593066,0.0001564348,0.0001285126,0.00005142966,0.00002758567,0.00001433646,0.00005434139,0.03788006,0.4820129,0.0005269268,0.4782574,0.0005307735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5006124,0.003780764,0.3754763,0.10551,0.0004588463,0.0002004424,0.000002695939,0.009489032,0.004469475],"genre_scores_gemma":[0.991441,0.00015815,0.0005261626,0.007778618,0.00006013623,0.000004333552,0.000001936326,0.00002293091,0.000006736343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4908285,"threshold_uncertainty_score":0.3480486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330434648650633,"score_gpt":0.1841337118979084,"score_spread":0.1708293654114021,"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."}}