{"id":"W4378904685","doi":"10.1117/1.jbo.28.5.057003","title":"Preclinical evaluation of Raman spectroscopy for pedicular screw insertion surgical guidance in a porcine spine model","year":2023,"lang":"en","type":"article","venue":"Journal of Biomedical Optics","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Princess Margaret Cancer Centre","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Soft tissue; Biomedical engineering; Cartilage; Medicine; Computer science; Surgery; Anatomy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001093125,0.000546879,0.0002878403,0.0004968264,0.0002387224,0.0004330214,0.0004149683,0.0007729919,0.001243159],"category_scores_gemma":[0.0009738749,0.0003085239,0.0005304916,0.0001931564,0.00049244,0.0003911535,0.0002613909,0.0007416857,0.0003587742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002195647,"about_ca_system_score_gemma":0.0004068103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00102001,"about_ca_topic_score_gemma":0.001892533,"domain_scores_codex":[0.999469,0.00008627537,0.00003394935,0.0001123175,0.0002238861,0.00007459535],"domain_scores_gemma":[0.9990244,0.0002361176,0.0002217248,0.0001403149,0.000287492,0.00008988324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001907205,0.0002550696,0.0007623117,0.00008856328,0.00001620934,0.00006939316,0.00005644982,0.001549194,0.9913776,0.00006283731,0.00008318463,0.005488431],"study_design_scores_gemma":[0.00001799888,0.007200346,0.006653731,0.00002681782,0.00006406212,0.0002845358,0.0001137515,0.01477336,0.9693965,0.0001132483,0.00132368,0.00003194133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572965,0.0007965572,0.03980484,0.0001344463,0.00009846107,0.0001603378,0.0002652589,0.0002530599,0.001190497],"genre_scores_gemma":[0.9754082,0.000625901,0.02194805,0.00007513606,0.00001192215,0.0001610258,0.0002824359,0.00003579575,0.001451465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001243159,"threshold_uncertainty_score":0.005781054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0565013305355173,"score_gpt":0.4409782321705126,"score_spread":0.3844769016349953,"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."}}