{"id":"W7077915640","doi":"10.5281/zenodo.16955707","title":"Building Calliope and Apollo: Engineer-Designer Reflections on Computer-Assisted Composition Systems","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Affordance; Workflow; Set (abstract data type); Composition (language); Conjunction (astronomy); Sound design","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":[0.01704867,0.001156177,0.0004040181,0.001211453,0.008718568,0.01168234,0.002181515,0.004401974,0.007571105],"category_scores_gemma":[0.02214089,0.0007153712,0.0005262087,0.0006914361,0.01399795,0.0101055,0.007552258,0.005319595,0.001766702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004545617,"about_ca_system_score_gemma":0.003211585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003786234,"about_ca_topic_score_gemma":0.00512362,"domain_scores_codex":[0.988509,0.007471818,0.0002070282,0.001055466,0.001961939,0.0007947343],"domain_scores_gemma":[0.9878613,0.008479742,0.0002148429,0.0010386,0.00129203,0.001113518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003970595,0.0005042992,0.002658626,0.0003797042,0.00005009427,0.001893245,0.4912532,0.007073431,0.0113096,0.2662235,0.04741538,0.1708419],"study_design_scores_gemma":[0.00008431417,0.0003169664,0.0008575279,0.0003011398,0.00003531278,0.001028074,0.1086712,0.00816984,0.01019261,0.05764696,0.8125687,0.0001274224],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2897972,0.004059997,0.4058933,0.06648044,0.002136581,0.0003944372,0.0001493359,0.002547076,0.2285416],"genre_scores_gemma":[0.7834181,0.001424575,0.1315695,0.00420728,0.0002616413,0.0002342169,0.0001215899,0.001800836,0.07696216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01704867,"threshold_uncertainty_score":0.09016305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03854961376584939,"score_gpt":0.2660374542620456,"score_spread":0.2274878404961962,"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."}}