{"id":"W3208432866","doi":"","title":"Research Productivity Trends in Prosthetics and Orthotics in Canada","year":2018,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Orthotics; Assistive technology; Productivity; Quality of life (healthcare); Physical medicine and rehabilitation; Medicine; Business; Physical therapy; Gerontology; Engineering; Nursing; Computer science; Economic growth; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.001872324,0.00008732199,0.0001182125,0.0003090236,0.00006832943,0.00002397102,0.0001052086,0.00004430023,0.000005293387],"category_scores_gemma":[0.00005087505,0.00008016463,0.0000128672,0.0005682621,0.0000882035,0.00006348023,0.0000237669,0.001622397,0.000001364084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002030171,"about_ca_system_score_gemma":0.001983064,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04028555,"about_ca_topic_score_gemma":0.956647,"domain_scores_codex":[0.997992,0.00007929488,0.0002147059,0.0001263924,0.0002399729,0.001347664],"domain_scores_gemma":[0.9996719,0.00003975854,0.00001873358,0.0001189685,0.00009254417,0.00005811228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001133571,0.0002799949,0.4562129,0.0001188159,0.00009659644,0.00005336017,0.003525895,0.04742865,0.001721267,0.07333679,0.0005239767,0.4165884],"study_design_scores_gemma":[0.004019776,0.00229457,0.5215123,0.0002607328,0.00002510608,0.001191842,0.01511657,0.1234789,0.002019021,0.3205668,0.008079934,0.001434528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974331,0.0009030625,0.0001951902,0.0007764212,0.0001596052,0.0000808715,0.000001334003,0.000007962261,0.0004424872],"genre_scores_gemma":[0.9989148,0.0006422056,0.0001424526,0.000005929794,0.00008286993,0.000002963471,7.912436e-7,0.00001845853,0.000189577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9163615,"threshold_uncertainty_score":0.9661053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01081666814354463,"score_gpt":0.2581857416247577,"score_spread":0.247369073481213,"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."}}