{"id":"W4388952178","doi":"10.1111/opo.13252","title":"Stimulus characteristics of a novel air‐based multiple stimulus aesthesiometer","year":2023,"lang":"en","type":"article","venue":"Ophthalmic and Physiological Optics","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Airflow; Stimulus (psychology); Repeatability; Biomedical engineering; Materials science; Medicine; Chemistry; Mechanical engineering; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008194161,0.0004035849,0.0003320932,0.000418288,0.0002557471,0.0005176004,0.0008231684,0.0008298089,0.00861923],"category_scores_gemma":[0.001634628,0.0002560328,0.000284355,0.000332236,0.0002644352,0.0007646905,0.000657534,0.0006026484,0.0007613135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328473,"about_ca_system_score_gemma":0.0005712596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002425509,"about_ca_topic_score_gemma":0.0002437617,"domain_scores_codex":[0.9992925,0.0001541447,0.00004914804,0.0001346245,0.0002937786,0.00007580026],"domain_scores_gemma":[0.9978433,0.001242397,0.0001372881,0.0001042157,0.000459589,0.0002132367],"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":[0.00135435,0.0001085987,0.001788633,0.0001897084,0.00001717157,0.0001674578,0.00008602174,0.0002941137,0.9664311,0.0004813967,0.0004525779,0.02862894],"study_design_scores_gemma":[0.0004615187,0.006913248,0.07093802,0.0001714678,0.0002467574,0.005832687,0.0002868732,0.05238475,0.8447074,0.0009683198,0.01686371,0.0002253313],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.811536,0.0009029417,0.1746654,0.0008095295,0.0008267669,0.0003621908,0.000622589,0.001134098,0.009140519],"genre_scores_gemma":[0.9525357,0.0003385561,0.04058112,0.0007660798,0.0002062382,0.0001177725,0.0002097443,0.0001649929,0.005079848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00861923,"threshold_uncertainty_score":0.02883416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07752382682119066,"score_gpt":0.3010346232019175,"score_spread":0.2235107963807269,"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."}}