{"id":"W2406653524","doi":"10.5072/zenodo.207439","title":"Forming Shapes to Bodies: Design for Manufacturing in the Prosthetic Instruments","year":2014,"lang":"en","type":"article","venue":"New Interfaces for Musical Expression","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Manufacturing engineering; Computer science; Engineering drawing; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042876,0.0001548287,0.0001908116,0.00008839347,0.0002619417,0.0001038027,0.00098999,0.00009427207,0.0000035119],"category_scores_gemma":[0.0002316022,0.00009522735,0.0000596696,0.00006299447,0.00003800458,0.0002268498,0.0003235,0.0001252897,0.00000692642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002709289,"about_ca_system_score_gemma":0.00001397037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001118763,"about_ca_topic_score_gemma":0.00003509492,"domain_scores_codex":[0.9988634,0.00004119632,0.0002264375,0.0003795705,0.0001472839,0.0003421319],"domain_scores_gemma":[0.9991116,0.0004607513,0.00006269139,0.0002952023,0.00002057595,0.00004918961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003256314,0.0002420586,0.00007579533,0.0001400558,0.00002838193,0.000001394108,0.05780113,0.0006600785,0.03452539,0.02702497,0.02689099,0.8522841],"study_design_scores_gemma":[0.002937353,0.002459581,0.0009191053,0.0007757305,0.0000196313,0.00001248451,0.001622447,0.05435191,0.4370416,0.1692007,0.3299601,0.0006993982],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2803384,0.0000195899,0.7158112,0.002442344,0.0002305244,0.000878509,0.000001032,0.00008174913,0.0001966611],"genre_scores_gemma":[0.8960749,0.000001716351,0.10247,0.0008472647,0.00007344453,0.000362052,5.331482e-7,0.000007723307,0.0001623902],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8515847,"threshold_uncertainty_score":0.3883259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03484621131635625,"score_gpt":0.2783190506359858,"score_spread":0.2434728393196296,"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."}}