{"id":"W4382999722","doi":"10.2139/ssrn.4499323","title":"Femtosecond Laser Induced Porous Surface on Polymethyl Methacrylate for Filmwise Condensation to Improve Solar Still Productivity","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Polymethyl methacrylate; Femtosecond; Condensation; Productivity; Materials science; Laser; Solar still; Porosity; Methacrylate; Surface (topology); Composite material; Optoelectronics; Optics; Polymer; Meteorology; Desalination; Chemistry; Physics; Economics","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01086643,0.0008760053,0.001027628,0.0006209904,0.0003440375,0.0003320244,0.00108009,0.000919486,0.00007137548],"category_scores_gemma":[0.002188982,0.0008711721,0.0004969368,0.0004820137,0.00005362926,0.0002804076,0.000375304,0.00675102,0.0002383055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002954065,"about_ca_system_score_gemma":0.003972014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065317,"about_ca_topic_score_gemma":0.001936257,"domain_scores_codex":[0.9914699,0.001294672,0.001176895,0.001663711,0.0007988468,0.003595939],"domain_scores_gemma":[0.9956536,0.0006641223,0.001129977,0.001501772,0.0006809278,0.0003696094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003569724,0.0008359503,0.0003649423,0.0004380246,0.00472462,0.00003586936,0.004803012,0.08607153,0.6186398,0.03298433,0.0009370449,0.2465951],"study_design_scores_gemma":[0.002796497,0.001821443,0.0007532628,0.0001519184,0.0004469041,0.0001179616,0.00095646,0.001448183,0.4326404,0.5517917,0.005116524,0.001958685],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622834,0.0004742185,0.02556481,0.003749585,0.004789433,0.00229355,0.000271538,0.0004043049,0.0001692146],"genre_scores_gemma":[0.9732369,0.0002615289,0.008919756,0.0002677153,0.001610013,0.0003069177,0.0002034498,0.0004122701,0.01478142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5188074,"threshold_uncertainty_score":0.9993739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04419762013042862,"score_gpt":0.3206110879711533,"score_spread":0.2764134678407247,"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."}}