{"id":"W7038719933","doi":"","title":"INTEGRATED PHOTONIC GAS AND LIQUID SENSORS","year":2025,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Orthoptera Research and Taxonomy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Refractive index; Interferometry; Robustness (evolution); Resonator; Sensitivity (control systems); Fabrication; Photonics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002888341,0.0004917568,0.0003205191,0.0004103616,0.0001991396,0.000667442,0.001001373,0.0008411274,0.002191048],"category_scores_gemma":[0.0003582409,0.0003520066,0.0002996452,0.000378502,0.0002596608,0.0009677901,0.0006365788,0.0004911394,0.0008762882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005543851,"about_ca_system_score_gemma":0.0003700305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003290592,"about_ca_topic_score_gemma":0.0006434823,"domain_scores_codex":[0.9994009,0.00003551307,0.00002122452,0.000154529,0.0003180996,0.00006973861],"domain_scores_gemma":[0.9998952,0.00002417174,0.00002581127,0.0000110621,0.00003751005,0.000006081862],"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":[0.0001660121,0.0001244598,0.000598399,0.0006339326,0.0000542002,0.0002369486,0.00007183551,0.004370261,0.7904132,0.02378047,0.003989886,0.1755604],"study_design_scores_gemma":[0.00004325983,0.0005603213,0.001179191,0.00004865865,0.00007816031,0.0007008374,0.00004733967,0.04539677,0.8402349,0.003179997,0.1084669,0.00006368802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2437064,0.05119657,0.5756614,0.001717728,0.0018489,0.0005279966,0.001457389,0.004183751,0.1196999],"genre_scores_gemma":[0.6178143,0.01809008,0.3186377,0.001271048,0.0004736144,0.0005658689,0.0009749359,0.0001165519,0.04205582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002191048,"threshold_uncertainty_score":0.007329762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0160904765488966,"score_gpt":0.1987711166343688,"score_spread":0.1826806400854722,"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."}}