{"id":"W6929611054","doi":"10.48660/25060001","title":"Opening Remarks","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","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":[0.004944409,0.0008994027,0.0008847459,0.001688921,0.0040162,0.01147841,0.002039558,0.01402883,0.2940601],"category_scores_gemma":[0.02509229,0.0003886694,0.001340311,0.0009832816,0.001842084,0.004421922,0.004325643,0.01250921,0.1523383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003066675,"about_ca_system_score_gemma":0.005545779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008201637,"about_ca_topic_score_gemma":0.01493839,"domain_scores_codex":[0.9966288,0.0006371684,0.0001413723,0.0005444379,0.001394853,0.0006534071],"domain_scores_gemma":[0.9918604,0.001971454,0.0003483276,0.0006423443,0.002743521,0.002433961],"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":[0.00001370892,0.000007728605,0.00005392713,0.00002663656,0.000001456962,0.000033411,0.00002764112,0.00001424479,0.00001633048,0.01348924,0.9812722,0.005043644],"study_design_scores_gemma":[0.000007909031,0.000004239092,0.0001251377,0.00007302123,0.000001928004,0.00002354232,0.00007938801,0.00002207216,0.00002000299,0.003445393,0.9961926,0.000004671863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000450196,0.003827038,0.0008681129,0.3311194,0.1809743,0.0001073553,0.001707941,0.0004287633,0.480517],"genre_scores_gemma":[0.002825963,0.001141064,0.0005002993,0.1748225,0.02711348,0.0001214024,0.0003796522,0.0002164614,0.792879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7059399,"threshold_uncertainty_score":0.9837291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02674763970000239,"score_gpt":0.3528542495905935,"score_spread":0.3261066098905911,"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."}}