{"id":"W52610099","doi":"10.5281/zenodo.1176849","title":"Visual Methods For The Retrieval Of Guitarist Fingering","year":2006,"lang":"en","type":"article","venue":"","topic":"Hand Gesture Recognition Systems","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Gesture; Artificial intelligence; Computer vision; Focus (optics); Segmentation","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":[0.0009671497,0.00005404804,0.0001036221,0.00003356913,0.00007122336,0.00005286432,0.000320142,0.00003166069,0.000009016937],"category_scores_gemma":[0.0000886318,0.00003284012,0.00006599139,0.0002058487,0.00001978371,0.00008876169,0.000068238,0.00003522797,0.000005866867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009352948,"about_ca_system_score_gemma":0.00002337887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007426929,"about_ca_topic_score_gemma":0.00001093341,"domain_scores_codex":[0.9993833,0.0000609785,0.0002024399,0.0001332337,0.0001042544,0.0001157885],"domain_scores_gemma":[0.9988187,0.0007896912,0.00006876361,0.000200878,0.0001058714,0.00001610112],"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":[0.00003091417,0.0001339805,0.0005073561,0.0001179507,0.00008328677,0.000001700048,0.0007036461,0.0002426581,0.05471743,0.1656015,0.009610121,0.7682495],"study_design_scores_gemma":[0.0009719597,0.0002447912,0.005047163,0.000050661,0.00002992634,0.00003525519,0.0001527701,0.2943164,0.4232558,0.01613787,0.2593784,0.0003789371],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007465346,0.0002032346,0.9923705,0.0004517182,0.0003620236,0.0001735995,7.941514e-7,0.0000528971,0.005638712],"genre_scores_gemma":[0.4381628,0.000002055587,0.5600423,0.00008624223,0.0002017195,0.00001304899,9.234242e-7,0.000005301064,0.001485575],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7678705,"threshold_uncertainty_score":0.1339181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02620403619244506,"score_gpt":0.3679889008276431,"score_spread":0.3417848646351981,"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."}}