{"id":"W2062121889","doi":"10.1186/1748-7161-5-s1-o2","title":"Ultra low dose 2D/3D digital Xray system","year":2010,"lang":"en","type":"article","venue":"Scoliosis","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Medical physics; Computational biology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001252826,0.0002662717,0.0004275859,0.0001950136,0.0001217629,0.00016466,0.0001426878,0.0001722351,0.0001921011],"category_scores_gemma":[0.0001173598,0.0002057955,0.000234961,0.0003887274,0.00008333859,0.0002117377,0.00003524508,0.0002640928,0.0009000368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247271,"about_ca_system_score_gemma":0.0001007415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005421309,"about_ca_topic_score_gemma":0.00002541909,"domain_scores_codex":[0.9983832,0.00001688183,0.000331333,0.0004288897,0.0004128293,0.0004268327],"domain_scores_gemma":[0.9987028,0.00006356151,0.00009288452,0.0006427815,0.0001243368,0.0003736224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003046093,0.003559345,0.9281182,0.0008620493,0.0007915637,0.0006777819,0.0006124148,0.000004693213,0.02829767,0.0037388,0.01124575,0.02178716],"study_design_scores_gemma":[0.008207997,0.001160857,0.8266426,0.002942029,0.0009322115,0.0007930232,0.0007816693,0.0001841654,0.1313343,0.00006077941,0.0260225,0.0009378225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645275,0.0003293376,0.000008570358,0.0008483906,0.0008602203,0.0007317328,0.0000400728,0.0002785007,0.03237567],"genre_scores_gemma":[0.9981248,0.00003602333,0.0002380281,0.0004300316,0.0005269063,0.0002392017,0.0000265711,0.00004955516,0.0003289143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1030367,"threshold_uncertainty_score":0.9998779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009929992658955382,"score_gpt":0.2540032632316953,"score_spread":0.2440732705727399,"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."}}