{"id":"W2472951479","doi":"10.1118/1.4957598","title":"TU‐H‐201‐06: Panel Discussion Member","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Organizational Strategy and Culture","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Ticket; Public relations; Panel discussion; Political science; Key (lock); Management; Business; Computer science; Advertising; Computer security","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009267581,0.000101219,0.00009712079,0.00001093935,0.0001145475,0.00004797011,0.0001679825,0.00008720934,0.004114836],"category_scores_gemma":[0.0001322985,0.0000428802,0.00004149332,0.000201165,0.00006763372,0.0004953395,0.00009298904,0.00009023207,0.003293891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000104015,"about_ca_system_score_gemma":0.00002089776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001173358,"about_ca_topic_score_gemma":0.000007083021,"domain_scores_codex":[0.9990975,0.000004380542,0.000115774,0.0001586923,0.0004602589,0.0001634027],"domain_scores_gemma":[0.999725,0.00001862822,0.00005309621,0.0001094763,0.00006825486,0.00002554209],"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":[0.00002980051,0.0005131553,0.04257304,0.000147925,0.00006167172,0.00004278551,0.00008041126,0.000002698329,0.002905092,0.3195888,0.4009967,0.2330578],"study_design_scores_gemma":[0.001387926,0.000009787062,0.04126893,0.0002553757,0.00006391112,0.000002910365,0.00007110363,0.0001018799,0.001795453,0.2053064,0.749213,0.0005233029],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3109604,0.0002162442,0.06736828,0.2438125,0.004171923,0.0008366412,0.00003052703,0.001597523,0.371006],"genre_scores_gemma":[0.9880051,0.000006321772,0.000007438609,0.00296937,0.004451656,0.000003537718,0.00003304906,0.00001621241,0.004507301],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6770447,"threshold_uncertainty_score":0.9974822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018285671252213,"score_gpt":0.224385687798649,"score_spread":0.2042028310861268,"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."}}