{"id":"W4378379320","doi":"10.52403/ijshr.20230233","title":"Functional Outcome in Osteosarcoma","year":2023,"lang":"en","type":"article","venue":"International Journal of Science and Healthcare Research","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Osteosarcoma; Outcome (game theory); Scoring system; Medicine; Physical therapy; Physical medicine and rehabilitation; Surgery; Pathology; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.004083294,0.00004476571,0.0001316785,0.001722578,0.0001175588,0.00005577864,0.0001876808,0.00002813621,0.00003719065],"category_scores_gemma":[0.0007111077,0.00003238283,0.00003598645,0.001100014,0.000423831,0.0001987068,0.0001034745,0.0003289978,0.0000414463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004217234,"about_ca_system_score_gemma":0.0009261991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002188428,"about_ca_topic_score_gemma":0.0000451804,"domain_scores_codex":[0.9968546,0.00004557538,0.0003197257,0.0001356261,0.00237708,0.000267401],"domain_scores_gemma":[0.9971611,0.0002427695,0.00005517312,0.000069933,0.002255697,0.0002153527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001190477,0.0001079625,0.9391544,0.00001429594,0.00001166857,0.0008909855,0.0002108859,0.000001424684,0.0005371305,0.00184011,0.0009269454,0.05618516],"study_design_scores_gemma":[0.0008697156,0.0002519213,0.9932892,0.0001273099,0.000001723555,0.0005527861,0.000971891,0.000079029,0.000284057,0.001122059,0.002425515,0.00002478657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.904766,0.0005746968,0.000001370334,0.09386643,0.0003468175,0.00009250153,0.00000242732,0.000004864104,0.0003449598],"genre_scores_gemma":[0.9983349,0.0009074394,0.00009486094,0.0003567765,0.0001799325,0.000006147238,0.000001688453,0.000003703664,0.0001145156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.093569,"threshold_uncertainty_score":0.1643037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3056263941066149,"score_gpt":0.5322296830435209,"score_spread":0.226603288936906,"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."}}