{"id":"W6995603440","doi":"","title":"Pathwaves Digital Music: Horizon Scan","year":2022,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Horizon; Key (lock); Set (abstract data type); Digital elevation model","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001368633,0.001112856,0.001300986,0.007088258,0.003856183,0.001365282,0.00947361,0.001056443,0.0007252023],"category_scores_gemma":[0.0001259337,0.001485546,0.0006339545,0.006804764,0.002512832,0.002450509,0.007472472,0.00366023,0.002775498],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007381395,"about_ca_system_score_gemma":0.003254172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008713152,"about_ca_topic_score_gemma":0.002145334,"domain_scores_codex":[0.9882234,0.003116651,0.0003886,0.002819113,0.003295475,0.002156785],"domain_scores_gemma":[0.9940066,0.0003189951,0.0007202004,0.002959609,0.0006263481,0.001368242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008211755,0.0004512163,0.0008060042,0.00008040733,0.0005929684,0.009107931,0.000247617,0.000007561318,0.0003957593,0.5879065,0.3986226,0.0009602611],"study_design_scores_gemma":[0.002934388,0.0009411214,0.0002396436,0.0002211308,0.0002185345,0.00009618756,0.007333486,0.00002210016,0.00008416845,0.0000469675,0.9863177,0.001544584],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00322801,0.0002037129,0.00002010753,0.0001417029,0.0006604216,0.002830267,0.002495967,0.001008275,0.9894115],"genre_scores_gemma":[0.007432536,0.000198173,0.0001702407,0.0000196363,0.000394347,0.000002180327,0.000862695,0.001247549,0.9896727],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5878595,"threshold_uncertainty_score":0.9996714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06309324428331722,"score_gpt":0.2790833301022599,"score_spread":0.2159900858189427,"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."}}