{"id":"W4385857802","doi":"10.21203/rs.3.rs-3230829/v1","title":"Wood-based Superblack","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001372808,0.0005011716,0.0003292284,0.0004190155,0.0005775837,0.0006306057,0.0005491325,0.0004815852,0.01745421],"category_scores_gemma":[0.0001463664,0.0002927562,0.0002590016,0.0003642972,0.0002356873,0.0006328657,0.0006907116,0.000653133,0.004501265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002185421,"about_ca_system_score_gemma":0.0002948677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006375226,"about_ca_topic_score_gemma":0.002577907,"domain_scores_codex":[0.9997695,0.00001279814,0.000004522732,0.00007911451,0.0001023217,0.00003163927],"domain_scores_gemma":[0.9998651,0.00001590035,0.00001355565,0.00003459799,0.00004549057,0.00002531243],"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":[0.0002272305,0.0001998869,0.0005053016,0.0004081876,0.0000219624,0.0001546908,0.0001264992,0.002653465,0.866042,0.02962895,0.008855624,0.0911762],"study_design_scores_gemma":[0.00002731562,0.0002422056,0.001726386,0.00004799095,0.00003346199,0.0002862075,0.0001027055,0.01944707,0.8336911,0.005128309,0.1392422,0.00002503168],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3904643,0.004076562,0.2856308,0.000445887,0.001025584,0.0002383392,0.001303768,0.00393412,0.3128806],"genre_scores_gemma":[0.6754617,0.001857851,0.1348438,0.0002894812,0.00007095972,0.0001710306,0.0009852424,0.0009046717,0.1854153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01745421,"threshold_uncertainty_score":0.05839014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2565664527687026,"score_gpt":0.4747105806680167,"score_spread":0.2181441278993141,"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."}}