{"id":"W2395142052","doi":"10.3928/0147-7447-20040901-21","title":"The Rise of the Machines","year":2004,"lang":"en","type":"letter","venue":"Orthopedics","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Women's College Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine","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":[0.0002554953,0.0002762967,0.0003883885,0.00004476135,0.0003010211,0.00002421415,0.0002623428,0.0004288484,0.0001481755],"category_scores_gemma":[0.0001916725,0.0001172706,0.0003676954,0.0001645125,0.0005333581,0.00002501112,0.0001478473,0.001832552,0.00004161411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000340909,"about_ca_system_score_gemma":0.0004325275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005719205,"about_ca_topic_score_gemma":0.00003677563,"domain_scores_codex":[0.9981355,0.00007728783,0.0004229429,0.0002459975,0.0007477007,0.0003705811],"domain_scores_gemma":[0.9985138,0.0001584621,0.0003101083,0.0008657986,0.00009261406,0.000059238],"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":[0.00002420091,0.00002608931,0.01376281,0.0001996171,0.00009917183,0.0002702358,0.00005215744,0.000001935231,0.000003495089,0.0000707061,0.9494103,0.03607932],"study_design_scores_gemma":[0.0005848682,0.00008188398,0.004394535,0.0003086018,0.0002381152,0.0004043953,0.000009057098,0.00001608878,0.00001009175,0.00007481519,0.99375,0.0001274831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008728377,0.003361967,0.00002821573,0.9703737,0.003572226,0.0007740069,0.0002143319,0.00005996661,0.01288725],"genre_scores_gemma":[0.009612508,0.003525732,0.0002171675,0.8591905,0.01609132,0.00003969103,0.000156949,0.0001941904,0.110972],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1111832,"threshold_uncertainty_score":0.7961628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140623408333337,"score_gpt":0.2455572370518488,"score_spread":0.2341510029685155,"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."}}