{"id":"W7064786215","doi":"","title":"Brian Crombie Radio Hour - Epi 385 - How Medical Devices and Robots will change our lives:","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"X-ray Spectroscopy and Fluorescence Analysis","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robot; Officer; Pill; Medical robotics; Surgical robot","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006934495,0.0007445045,0.0003452305,0.0006870531,0.003302287,0.003943943,0.0005351882,0.002429841,0.3776101],"category_scores_gemma":[0.00184764,0.0003917323,0.0002550762,0.0004322524,0.0006333753,0.002153336,0.001590232,0.003255711,0.2775215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001529258,"about_ca_system_score_gemma":0.001559493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01752402,"about_ca_topic_score_gemma":0.05589336,"domain_scores_codex":[0.9993865,0.00006518946,0.00001130126,0.00007350567,0.000337591,0.0001257522],"domain_scores_gemma":[0.9985893,0.0001205748,0.00003352059,0.00003876249,0.0005589696,0.0006586718],"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":[0.000005264775,0.000003932143,0.00001888458,0.000007161439,2.035985e-7,0.000009850361,0.00001398583,0.000002869424,0.00005124083,0.0002577432,0.9955309,0.004097928],"study_design_scores_gemma":[0.000001471014,0.000005706465,0.0001198597,0.00001740826,3.773741e-7,0.00001971219,0.00008023767,0.000008307189,0.00003612304,0.00009066231,0.9996176,0.000002463545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007485556,0.006579207,0.0008874956,0.08286127,0.04738425,0.000116764,0.0009100222,0.001344775,0.8591676],"genre_scores_gemma":[0.001096559,0.0007788334,0.000104916,0.004435643,0.001430876,0.00001461029,0.0001143848,0.0001935551,0.9918306],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3776101,"threshold_uncertainty_score":0.8877636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007917311445059394,"score_gpt":0.2086291165745477,"score_spread":0.2007118051294883,"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."}}