{"id":"W4205998851","doi":"10.1016/bs.ache.2021.10.001","title":"Concentrating collector systems for solar thermal and thermochemical applications","year":2021,"lang":"en","type":"book-chapter","venue":"Advances in chemical engineering","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Thermal; Scale (ratio); Solar energy; Photovoltaic thermal hybrid solar collector; Materials science; Mechanical engineering; Aerospace engineering; Engineering physics; Process engineering; Engineering; Thermodynamics; Physics; Electrical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009223985,0.000349753,0.0005371103,0.00004485973,0.00004273016,0.00004187005,0.0001754566,0.0003774848,0.00004580739],"category_scores_gemma":[0.00007332332,0.0003548809,0.0001094528,0.00005133088,0.00005406267,0.00008294193,0.00005962857,0.0003656288,0.000003822432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001289349,"about_ca_system_score_gemma":0.00003277701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002088777,"about_ca_topic_score_gemma":0.00000262229,"domain_scores_codex":[0.9985961,0.000007062048,0.0004583156,0.00045447,0.0001596663,0.0003243285],"domain_scores_gemma":[0.9989594,0.0004822185,0.0001506158,0.0002427326,0.00005955722,0.0001054701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006078404,0.00003265161,0.00003610053,0.002244132,0.0002002664,0.00002405504,0.0001865131,0.01782802,0.8060505,0.1591803,0.0000426981,0.01411391],"study_design_scores_gemma":[0.001024744,0.00002724531,0.000001452428,0.0014926,0.00007089776,0.00006111992,0.00004831739,0.02911864,0.07389455,0.001054186,0.8921533,0.001052975],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01292255,0.503005,0.02743774,0.00006420027,0.002766433,0.005969259,0.0004037481,0.001011805,0.4464193],"genre_scores_gemma":[0.864316,0.009201653,0.01304783,0.0002485899,0.01000659,0.007432013,0.001467561,0.001370963,0.09290877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8921106,"threshold_uncertainty_score":0.9998903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009018769237130818,"score_gpt":0.2160209758223332,"score_spread":0.2070022065852024,"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."}}