{"id":"W2122233610","doi":"10.1109/iembs.2007.4353242","title":"Melody Shape - A Suggested Novel Attribute for the Biomedical Analysis of the Infant Cry","year":2007,"lang":"en","type":"article","venue":"Conference proceedings","topic":"Infant Health and Development","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hospital for Sick Children","keywords":"Melody; Crying; Infant crying; Computer science; Psychic; Domain (mathematical analysis); Artificial intelligence; Speech recognition; Psychology; Mathematics; Medicine","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":[0.0005026126,0.0004814613,0.0003562701,0.002679953,0.0004099788,0.001256314,0.0004071751,0.0006571415,0.003326163],"category_scores_gemma":[0.002131347,0.0001128201,0.0003758298,0.001125155,0.0007674409,0.001011772,0.0007048485,0.0004729148,0.001290159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002348371,"about_ca_system_score_gemma":0.0002535629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003188511,"about_ca_topic_score_gemma":0.0002637199,"domain_scores_codex":[0.9996864,0.00007077096,0.00003177861,0.00007245726,0.0000999812,0.00003860048],"domain_scores_gemma":[0.9991443,0.0002576132,0.00009411762,0.0001133838,0.0002882486,0.0001023332],"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":[0.001529115,0.0001354826,0.01825454,0.0008105727,0.00007947192,0.001530752,0.001824467,0.002133839,0.5246817,0.01570698,0.003030063,0.4302829],"study_design_scores_gemma":[0.0002170478,0.003847664,0.314107,0.0007921467,0.0006355913,0.02162408,0.007174491,0.2330384,0.2853599,0.04431488,0.08818287,0.0007060188],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4369318,0.002592398,0.5245531,0.0007584548,0.0008723253,0.0004616245,0.001304237,0.002820084,0.02970599],"genre_scores_gemma":[0.802745,0.0008584925,0.1899061,0.0001530268,0.000231769,0.0001733626,0.0006094975,0.0001982974,0.005124409],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003326163,"threshold_uncertainty_score":0.01112717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08936688073277745,"score_gpt":0.4093965446140256,"score_spread":0.3200296638812482,"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."}}