{"id":"W4404114823","doi":"10.33774/miir-2024-h97vx","title":"Manufacture of Contact Lenses","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Photopolymerization techniques and applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Contact lens; Optics; Physics","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":[0.0003060364,0.0006667103,0.0005062365,0.0004764083,0.0006198729,0.001098907,0.0007057156,0.000859149,0.0167264],"category_scores_gemma":[0.0007418109,0.0005037813,0.0004497709,0.0006313584,0.0002044295,0.0007922816,0.0005463436,0.0005983496,0.008874177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039392,"about_ca_system_score_gemma":0.000708475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002017111,"about_ca_topic_score_gemma":0.00279738,"domain_scores_codex":[0.9992298,0.00002943683,0.00003857156,0.0001251494,0.0005282291,0.00004871607],"domain_scores_gemma":[0.9996771,0.00003940877,0.00004922644,0.00007881247,0.000125142,0.00003033497],"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":[0.0002513539,0.0001758192,0.002199712,0.002497083,0.00006214863,0.000705127,0.0002443276,0.02691911,0.6316829,0.03260705,0.03141832,0.2712371],"study_design_scores_gemma":[0.00004931391,0.0003254473,0.002916407,0.0001501222,0.00003462996,0.001062109,0.00008754661,0.03914052,0.5604416,0.003200073,0.3925217,0.00007052199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2413196,0.02022561,0.4098206,0.001228097,0.001841312,0.001889369,0.01014427,0.006227344,0.3073038],"genre_scores_gemma":[0.6118993,0.01087373,0.2415023,0.0003387351,0.0001021742,0.0006064877,0.005288213,0.0007608174,0.1286283],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0167264,"threshold_uncertainty_score":0.05595541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324651971168495,"score_gpt":0.2755602648801448,"score_spread":0.2623137451684598,"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."}}