{"id":"W3155221577","doi":"10.26077/3208-8406","title":"Developing a Spoken Language Outcome Monitoring Procedure for a Canadian Early Hearing Detection and Intervention Program: Process and Recommendations","year":2021,"lang":"en","type":"article","venue":"Digital Commons - USU (Utah State University)","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Spoken language; Process (computing); Outcome (game theory); Computer science; Audiology; Psychology; Linguistics; Medicine; Natural language processing; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3483459,0.002327124,0.002683427,0.01545284,0.01143737,0.01120296,0.01045609,0.004123375,0.004872959],"category_scores_gemma":[0.4773006,0.001556162,0.005588322,0.01192922,0.003755938,0.008496732,0.007830779,0.007085209,0.002258234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08355732,"about_ca_system_score_gemma":0.4549807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6320593,"about_ca_topic_score_gemma":0.7532111,"domain_scores_codex":[0.7945652,0.09759954,0.03700717,0.004829483,0.05910394,0.006894596],"domain_scores_gemma":[0.4354242,0.1088813,0.02942168,0.01433237,0.3955255,0.01641494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004106947,0.0008935946,0.02835636,0.04703291,0.0005055444,0.0008500027,0.0261761,0.003377425,0.002182927,0.01036142,0.1574396,0.7224136],"study_design_scores_gemma":[0.001024021,0.001900824,0.1045801,0.26927,0.002709326,0.0006991282,0.05641843,0.0126332,0.01031131,0.01407541,0.524743,0.001635302],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.03881981,0.0374948,0.2141041,0.3224596,0.007270747,0.2994836,0.01413947,0.004115857,0.06211198],"genre_scores_gemma":[0.05150121,0.02230974,0.8194858,0.01013787,0.0003002661,0.08565155,0.004698829,0.0003260018,0.005588716],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3679407,"threshold_uncertainty_score":0.8036055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04337802258771511,"score_gpt":0.3018717536868331,"score_spread":0.2584937310991179,"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."}}