{"id":"W4255890981","doi":"10.32920/ryerson.14645061.v1","title":"Early Development of the Speech and Gesture System: The Relationship Between Rhythmic Arm Activity and Reduplicated Babble","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Language Development and Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Toronto Metropolitan University","funders":"","keywords":"Gesture; Rhythm; Observational study; Psychology; Linkage (software); Audiology; Speech recognition; Communication; Computer science; Medicine; Artificial intelligence; Biology","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":[0.000772631,0.0002461868,0.0002697213,0.001005347,0.0002187744,0.0006227517,0.0002190501,0.0003135704,0.001290787],"category_scores_gemma":[0.005653447,0.000208852,0.0001611092,0.0003506247,0.0004556828,0.0003043468,0.000602626,0.0005380892,0.0002398048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002227527,"about_ca_system_score_gemma":0.0003482852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002747267,"about_ca_topic_score_gemma":0.002966158,"domain_scores_codex":[0.999492,0.0001183932,0.00004507289,0.0001412445,0.0001409196,0.00006232701],"domain_scores_gemma":[0.9969714,0.0008538593,0.001289952,0.0001933715,0.0003530131,0.0003383961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001166092,0.0002179423,0.8927447,0.0001040485,0.00006465543,0.000888649,0.00147867,0.0002048557,0.08304303,0.000167679,0.00007941052,0.01984033],"study_design_scores_gemma":[0.000001725626,0.0002596585,0.9964572,0.000006847912,0.00000786865,0.0003469205,0.0001450677,0.0001095025,0.002528033,0.00002857108,0.0001040045,0.000004614875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987482,0.0001591113,0.0003898488,0.000009904923,0.000002388464,0.00001142868,0.0001265042,0.000009657444,0.000542965],"genre_scores_gemma":[0.9987477,0.0001457541,0.0005292078,0.000007573607,0.000003529038,0.00003063893,0.0001329479,0.00000585593,0.0003967501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002747267,"threshold_uncertainty_score":0.005462468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04309568682717414,"score_gpt":0.2950814082418046,"score_spread":0.2519857214146304,"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."}}