{"id":"W2081553014","doi":"10.5978/islsm.19.270","title":"THE 13th CONGRESS OF THE ASIAN PACIFIC ASSOCIATION FOR LASER MEDICINE & SURGERY (APALMS)","year":2010,"lang":"en","type":"article","venue":"LASER THERAPY","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"iNano Medical (Canada)","funders":"","keywords":"Medicine; Association (psychology); Asia pacific; Laser surgery; General surgery; Laser; History; Psychology; Ethnology","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":[0.001600677,0.0001920673,0.0004287316,0.00006924159,0.0001711554,0.00003126998,0.0002554744,0.0001226771,0.0001326203],"category_scores_gemma":[0.002044625,0.00009161167,0.0001955811,0.0002969459,0.0004010651,0.00009076063,0.00002321076,0.0003741705,0.0000148582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005026613,"about_ca_system_score_gemma":0.0001182171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003762217,"about_ca_topic_score_gemma":0.0001345949,"domain_scores_codex":[0.9983388,0.00007917022,0.0004488641,0.000222566,0.0005595442,0.000351093],"domain_scores_gemma":[0.9969063,0.00142505,0.0003694405,0.0007841057,0.0004053072,0.0001097655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007998578,0.0003469764,0.3291214,0.0001053279,0.0005456947,0.0000049357,0.001265761,0.000001252261,0.04037848,0.0006262634,0.5884611,0.03834299],"study_design_scores_gemma":[0.003193215,0.0001538417,0.07635371,0.0002184267,0.0001008333,0.00002060544,0.0003512636,0.00004464328,0.01981512,0.001134548,0.8984598,0.0001540203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.883383,0.0003766163,0.00004829291,0.09116446,0.00596876,0.001402788,0.00004400072,0.0001066938,0.0175054],"genre_scores_gemma":[0.9626052,0.0002304334,0.0001014126,0.002188245,0.0008934135,0.0000784274,0.00005835107,0.00005266223,0.03379183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3099987,"threshold_uncertainty_score":0.3735816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02297067894692958,"score_gpt":0.2933906110056945,"score_spread":0.2704199320587649,"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."}}