{"id":"W7111190843","doi":"10.1007/978-3-031-40688-1_14#citeas","title":"Artificial neural network-based model to characterize the reverberation time of a neonatal incubator","year":2023,"lang":"en","type":"other","venue":"RODIN (Universidad de Cádiz)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Reverberation; Noise (video); Reflectivity; Frequency spectrum","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000552087,0.0005359628,0.00065329,0.0007105917,0.0001974956,0.00007772604,0.0008406438,0.00050973,0.002091811],"category_scores_gemma":[0.0001318839,0.0005321722,0.0002727553,0.001660601,0.0001619175,0.0001924865,0.0002405902,0.0004635272,0.005922196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004161377,"about_ca_system_score_gemma":0.0005076965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000517935,"about_ca_topic_score_gemma":0.00252476,"domain_scores_codex":[0.9972615,0.0002712602,0.0003769883,0.0006910565,0.0006600831,0.0007391216],"domain_scores_gemma":[0.9979376,0.0001566491,0.0005783291,0.0009425316,0.0001450881,0.0002398679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004965662,0.00005637948,0.00003951614,0.00005266139,0.0001518074,0.00007807132,0.0007164385,0.07638006,0.01172905,0.0005136897,0.9074962,0.002289586],"study_design_scores_gemma":[0.001112506,0.0002172275,0.0007114822,0.0006849649,0.0004862474,0.00001344239,0.0001704739,0.8376235,0.0007746574,0.0002183203,0.1565395,0.001447665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2637475,0.001430633,0.1440175,0.02636025,0.009674742,0.03097126,0.05960596,0.03028014,0.433912],"genre_scores_gemma":[0.0747492,0.00002655865,0.008395364,0.001588471,0.003736766,0.0001345055,0.002338444,0.007749713,0.901281],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7612434,"threshold_uncertainty_score":0.999713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02464155360562174,"score_gpt":0.2458379443128567,"score_spread":0.221196390707235,"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."}}