{"id":"W7115030124","doi":"","title":"Lubricant-infused hierarchically structured polymer surfaces for long-term storage and enhanced wetting properties","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Wetting; Polymer; Deposition (geology); Work (physics); Fused deposition modeling","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":[0.0001314539,0.0002089321,0.000137659,0.0001466844,0.0001090753,0.0002961022,0.0001543364,0.0002997146,0.0012027],"category_scores_gemma":[0.0002472859,0.0001172118,0.0001919037,0.0001559743,0.0001178972,0.0003855553,0.0002165942,0.0002805617,0.0002750821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121868,"about_ca_system_score_gemma":0.0001787136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004340236,"about_ca_topic_score_gemma":0.001214766,"domain_scores_codex":[0.9999094,0.000006651363,0.000006997097,0.00002009448,0.00003478182,0.00002205552],"domain_scores_gemma":[0.9998913,0.00002181077,0.00003109825,0.00001339914,0.0000333164,0.000009042549],"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":[0.0000311089,0.000009790046,0.0001085613,0.00005686683,0.000002643238,0.00003049824,0.00002372335,0.0002584437,0.9952877,0.0001532464,0.0000418743,0.003995626],"study_design_scores_gemma":[0.000002504423,0.0001252354,0.0006859697,0.000003816698,0.000006618801,0.00004317985,0.00001632752,0.00162175,0.9951262,0.00003037928,0.002333394,0.000004521273],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843761,0.001941942,0.01141985,0.00006424188,0.00003839418,0.00002141458,0.0001151109,0.0001847556,0.001838228],"genre_scores_gemma":[0.98634,0.0008232478,0.009018787,0.00003298322,0.000008422507,0.00002690282,0.0001243063,0.00003557033,0.003589722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0012027,"threshold_uncertainty_score":0.004023433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01999323015299782,"score_gpt":0.2636267799559879,"score_spread":0.2436335498029901,"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."}}