{"id":"W3201687774","doi":"10.3390/sym13111985","title":"Process Tomography in General Physical Theories","year":2021,"lang":"en","type":"preprint","venue":"Symmetry","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"Institut Périmètre de physique théorique; Innovation, Science and Economic Development Canada; Research Grants Council, University Grants Committee; Croucher Foundation; Government of Canada; John Templeton Foundation","keywords":"Property (philosophy); Process (computing); Axiom; Characterization (materials science); Mathematics; Tomography; State (computer science); Computer science; Algorithm; Physics; Geometry","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":[0.008487739,0.0007866822,0.001437005,0.001500979,0.001884118,0.002926657,0.001590144,0.002367758,0.004732311],"category_scores_gemma":[0.01867129,0.0007309295,0.002639923,0.0008142794,0.009989133,0.009412901,0.004463036,0.00486491,0.0006088205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823099,"about_ca_system_score_gemma":0.001856139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007451994,"about_ca_topic_score_gemma":0.0005010329,"domain_scores_codex":[0.9930665,0.002381407,0.0005627762,0.001375914,0.002052777,0.0005605517],"domain_scores_gemma":[0.9821845,0.009933787,0.001482096,0.004476726,0.001478499,0.0004443535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000109641,0.00001030748,0.0001046722,0.00003711404,0.000006561685,0.00004322538,0.00004702876,0.002291473,0.0005005024,0.995978,0.0001409653,0.0008291362],"study_design_scores_gemma":[0.00001868539,0.00002019585,0.0001063338,0.00001461085,0.000007674556,0.00006701043,0.0000279555,0.01690592,0.001014085,0.980349,0.001458545,0.00001002382],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08193796,0.0005364447,0.8700423,0.001581931,0.0001279175,0.0002406014,0.0004540796,0.0004069381,0.04467187],"genre_scores_gemma":[0.7339413,0.0008185921,0.2542305,0.001195593,0.0003500793,0.001047533,0.00103831,0.0001578587,0.00722031],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008487739,"threshold_uncertainty_score":0.04488802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007559599705766588,"score_gpt":0.2588933792748457,"score_spread":0.2513337795690791,"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."}}