{"id":"W4220694609","doi":"10.2139/ssrn.4051072","title":"Self-Cleaning and Anti-Fouling Omniphobic Ceramic Surface Synthesized from Hydrothermal and Fluorination Methods","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Ceramic; Materials science; Wetting; Contact angle; Surface tension; Nanotechnology; Hydrothermal circulation; Composite material; Surface modification; Chemical engineering","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":[0.000116724,0.000227695,0.0001900857,0.0002533544,0.0001842826,0.0001359213,0.0002516775,0.0002707047,0.0005496651],"category_scores_gemma":[0.0001195164,0.0001657828,0.0002998126,0.0001532423,0.000140569,0.0001699205,0.0001877469,0.0002936653,0.0001862663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904251,"about_ca_system_score_gemma":0.0002223661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007203258,"about_ca_topic_score_gemma":0.00167484,"domain_scores_codex":[0.9998964,0.000005233573,0.000006724003,0.00001802865,0.00004601832,0.00002764726],"domain_scores_gemma":[0.9999589,0.000004943971,0.00001152887,0.000004319617,0.00001312188,0.000007224759],"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":[0.00002281356,0.000004425926,0.00005287876,0.00003205972,0.000002643154,0.00003709581,0.00001219091,0.00003089004,0.9986131,0.00007467455,0.00003325167,0.001083953],"study_design_scores_gemma":[0.000004794216,0.00007369451,0.001059541,0.0000013594,0.000007674078,0.0001809317,0.00001100497,0.0003633109,0.9971678,0.00001723558,0.001106924,0.000005717698],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990894,0.0008470287,0.005291101,0.00005331735,0.00005266172,0.00002316412,0.0001637061,0.00009131519,0.002583707],"genre_scores_gemma":[0.9918093,0.0004481692,0.005201084,0.00002724971,0.00001328416,0.00001823356,0.0001997071,0.00001500776,0.002268063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007203258,"threshold_uncertainty_score":0.001838863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180071348014094,"score_gpt":0.2631740594740682,"score_spread":0.2513733459939273,"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."}}