{"id":"W6987293133","doi":"","title":"Solaxer’s Innovative Solar Thermal Tubes Achieve 96% Solar Absorption – US and Canada Report","year":2024,"lang":"en","type":"other","venue":"","topic":"Humor Studies and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Thermal; Solar energy; Absorption (acoustics); Photovoltaic system; Thermal radiation","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001477266,0.0003333701,0.0003725777,0.000121608,0.000096162,0.00004092393,0.0001438053,0.0002572325,0.00806411],"category_scores_gemma":[0.00001284251,0.0002740881,0.00004696747,0.0002133224,0.000107192,0.00001220208,0.0001262656,0.000413472,0.0005646123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007341173,"about_ca_system_score_gemma":0.0001828974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6872255,"about_ca_topic_score_gemma":0.711548,"domain_scores_codex":[0.9984421,0.00003667455,0.000346551,0.0006555407,0.0001866414,0.000332491],"domain_scores_gemma":[0.9992019,0.00002913876,0.0001287917,0.000516413,0.0000529354,0.00007080779],"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":[0.000006394192,0.00003149557,0.0008838915,0.00004177578,0.0005096059,0.0002172514,0.0003651787,8.731443e-8,0.00006032864,0.008809619,0.9877062,0.001368161],"study_design_scores_gemma":[0.0001321576,0.00003463932,0.002606116,0.00004487905,0.00006455628,0.00009438056,0.0009776584,0.000002145632,0.00001529045,0.0001317982,0.9955728,0.000323562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002900091,0.001581479,0.0001538703,0.001485936,0.00115153,0.000480034,0.0002361777,0.000203235,0.9918076],"genre_scores_gemma":[0.02579837,0.00009935949,0.0001606869,0.0006221572,0.0006894359,0.0002189219,0.0001411951,0.0003667518,0.9719031],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02432255,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01492092066455191,"score_gpt":0.2932525477864374,"score_spread":0.2783316271218855,"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."}}