{"id":"W4223958222","doi":"10.1016/j.molliq.2022.119134","title":"Insight into the investigation of diamond (C) and Silica (SiO2) nanoparticles suspended in water-based hybrid nanofluid with application in solar collector","year":2022,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":163,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nanofluid; Linearization; Mechanics; Materials science; Nonlinear system; Heat transfer; Nusselt number; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.000449363,0.0001128865,0.0002140582,0.0002547339,0.00005449906,0.00001524384,0.0001449116,0.00003117789,0.00001541566],"category_scores_gemma":[0.00001001464,0.00007757213,0.00004098869,0.000330979,0.00005890432,0.00009079042,0.00002125974,0.0002422451,3.60719e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063457,"about_ca_system_score_gemma":0.00008040657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004002764,"about_ca_topic_score_gemma":0.00007531703,"domain_scores_codex":[0.9988922,0.000129497,0.000432603,0.0001005252,0.0002900423,0.0001550674],"domain_scores_gemma":[0.9996726,0.00004500084,0.00003502894,0.0001338837,0.00005578545,0.00005773567],"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":[0.000197457,0.00004229437,0.002140644,0.00004274878,0.00001971976,0.00004625987,0.001702174,0.01950455,0.9759533,0.00006289262,0.00002114443,0.0002667706],"study_design_scores_gemma":[0.001190863,0.0004944935,0.001613878,0.00003170784,0.00002299917,0.00002264464,0.00008440325,0.00734336,0.9883159,0.0002084811,0.0005685434,0.0001026898],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995986,0.001228353,0.002005775,0.0004710745,0.00003732009,0.0002296475,0.00000181376,0.000009312692,0.00003073354],"genre_scores_gemma":[0.9994141,0.00005222539,0.0003589778,0.00009526097,0.00001181608,0.00003902467,0.000003672317,0.00002246081,0.0000024495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01236259,"threshold_uncertainty_score":0.31633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004392205208284756,"score_gpt":0.1806191203458727,"score_spread":0.176226915137588,"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."}}