{"id":"W4416879667","doi":"10.37665/wexvevh47362","title":"Conformal Coatings - Understanding How Key Properties Translate to Fitness for Use","year":2025,"lang":"","type":"article","venue":"On-Demand Webinars","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Presentation (obstetrics); Simple (philosophy); Conformal map","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"],"consensus_categories":[],"category_scores_codex":[0.0005044244,0.0005512708,0.0006856085,0.0004108814,0.000510105,0.0009145405,0.0004898196,0.0004111618,0.00002247067],"category_scores_gemma":[0.0002222031,0.0005099077,0.0001951464,0.000395442,0.0001513813,0.0004417783,0.000151506,0.0002547349,0.0000174069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002382441,"about_ca_system_score_gemma":0.00008435782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002845378,"about_ca_topic_score_gemma":0.00001862272,"domain_scores_codex":[0.9978253,0.00003900666,0.0005391438,0.0005166561,0.0001977477,0.000882192],"domain_scores_gemma":[0.9990164,0.0002063153,0.00008947658,0.0005003284,0.00007995385,0.0001075037],"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":[0.004877252,0.0004757234,0.002071519,0.01826771,0.001820682,0.00008272942,0.0142398,0.07888885,0.4662733,0.3350302,0.04515739,0.03281486],"study_design_scores_gemma":[0.007747568,0.002489539,0.0006374463,0.01172964,0.0006055881,0.00001763192,0.005742454,0.06083684,0.7509352,0.01329309,0.1425633,0.003401725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8887156,0.0005674955,0.09525438,0.008850026,0.002436746,0.001959372,0.0001331336,0.0009171474,0.001166103],"genre_scores_gemma":[0.9933621,0.0003415302,0.003843014,0.0002850374,0.00006954744,0.0001947201,0.000009113164,0.0000753961,0.001819596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3217371,"threshold_uncertainty_score":0.9997352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05561481365500571,"score_gpt":0.2540135039170519,"score_spread":0.1983986902620462,"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."}}