{"id":"W7077503917","doi":"10.48660/25080016","title":"Opening Remarks","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003576251,0.0009902942,0.0008159174,0.001987935,0.004302173,0.01150721,0.002321941,0.005787392,0.4408976],"category_scores_gemma":[0.02434507,0.0003595155,0.001185558,0.00146666,0.001866746,0.006212755,0.004412522,0.007344488,0.2836746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003196022,"about_ca_system_score_gemma":0.003165676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01042363,"about_ca_topic_score_gemma":0.01378492,"domain_scores_codex":[0.9964408,0.0005715486,0.000106824,0.0006763284,0.001704885,0.0004995778],"domain_scores_gemma":[0.9927845,0.001253816,0.0002362712,0.001111326,0.003377998,0.00123615],"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":[0.00001694785,0.00001140952,0.00005570512,0.00002817304,0.00000178518,0.00002743177,0.00005512564,0.00004398782,0.00004853685,0.04873233,0.9392548,0.01172372],"study_design_scores_gemma":[0.000004336663,0.000003136973,0.00006924799,0.0000428226,0.000001696248,0.0000178652,0.00007518261,0.00005652961,0.00005825429,0.007604462,0.9920615,0.000004838779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004271761,0.0009643331,0.002948581,0.08153952,0.03530752,0.00006503053,0.00139079,0.0009391795,0.8764179],"genre_scores_gemma":[0.004528098,0.0005392841,0.001254119,0.0322516,0.00637936,0.00008767709,0.0005267192,0.0006954037,0.9537377],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4408976,"threshold_uncertainty_score":0.7974917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101326206549101,"score_gpt":0.2333572645804515,"score_spread":0.2223440025149605,"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."}}