{"id":"W6929254444","doi":"10.48660/23100001","title":"Opening Remarks","year":2023,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Set (abstract data type); Work (physics); Identification (biology); Context (archaeology); Perspective (graphical)","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":[0.0001941239,0.0001953686,0.0002555524,0.0002694267,0.00002084999,0.00003599514,0.0002859503,0.0002218376,0.01556755],"category_scores_gemma":[0.0001173556,0.0001942086,0.00006640445,0.0002562081,0.00002996986,0.0000218825,0.000136109,0.0002125517,0.307267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007827752,"about_ca_system_score_gemma":0.00003560611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008405342,"about_ca_topic_score_gemma":0.002823304,"domain_scores_codex":[0.9990426,0.00003585195,0.0001101267,0.0003115515,0.0002401379,0.0002597395],"domain_scores_gemma":[0.9992874,0.00003533367,0.0001287036,0.0004793577,0.000009960477,0.00005929371],"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":[0.000002434228,0.000004989872,0.00006042304,0.00002162466,0.00005456887,0.00005384011,0.00003275289,5.715613e-7,0.00007804842,0.0002099608,0.9973417,0.002139099],"study_design_scores_gemma":[0.0001365861,0.000005025772,0.0001235859,0.0003865447,0.00002933915,0.00000253345,0.000009777435,0.00001528888,0.00001218032,0.00003729506,0.9990135,0.0002282876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001385285,0.0004531745,0.00001938398,0.00003733323,0.0005967969,0.0001977058,0.0001311472,0.003531973,0.9950311],"genre_scores_gemma":[0.00005007692,0.00003277955,0.0007524567,0.0000366301,0.0007360659,0.0000259853,0.00004325815,0.008669809,0.9896529],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2916994,"threshold_uncertainty_score":0.9853324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02481685457305805,"score_gpt":0.2873813303470936,"score_spread":0.2625644757740355,"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."}}