{"id":"W3164850868","doi":"10.53063/synsint.2021.128","title":"Numerical investigation of solar collectors as a potential source for sintering of ZrB2","year":2021,"lang":"en","type":"article","venue":"Synthesis and Sintering","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sintering; Materials science; Concentrator; Solar energy; Work (physics); Ceramic; Melting point; Thermal conduction; Composite material; Nuclear engineering; Mechanical engineering; Optics; Electrical engineering; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001425597,0.0001026796,0.0002948613,0.00004834482,0.00005614822,0.00002230983,0.00006652782,0.00006061976,0.0001039495],"category_scores_gemma":[0.0002659021,0.00009689263,0.0001249942,0.00009106094,0.00004596927,0.00004973399,0.00004484148,0.00003861072,0.000001594225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001627869,"about_ca_system_score_gemma":0.00002691312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134559,"about_ca_topic_score_gemma":0.00002402489,"domain_scores_codex":[0.9992166,0.00006905493,0.000310536,0.0001701346,0.00009975587,0.000133875],"domain_scores_gemma":[0.9994145,0.0001845825,0.0001509798,0.0001239053,0.00007281983,0.00005318902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001005292,0.00001717015,0.00136219,0.0002540649,0.0001019625,0.00000353632,0.0008829313,0.0003206527,0.9868504,0.0001216593,0.00001202688,0.009972885],"study_design_scores_gemma":[0.0001888011,0.0000587096,0.001217009,0.0003485974,0.00004117688,0.00004222934,0.0007404039,0.005637033,0.9895375,0.0002151289,0.001862528,0.0001108527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930109,0.0002390139,0.005743715,0.00003288633,0.0001776283,0.00007724556,0.000007758317,0.00001957234,0.0006912898],"genre_scores_gemma":[0.9991339,0.00000938475,0.000463593,0.00001780645,0.00006754347,0.00001997098,0.000002563565,0.00002126071,0.0002640095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009862033,"threshold_uncertainty_score":0.3951167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532558274956298,"score_gpt":0.2201240722734192,"score_spread":0.2047984895238562,"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."}}