{"id":"W6892119519","doi":"10.48660/24020085","title":"Conference Summary","year":2024,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Work (physics); Exposition (narrative); Focus (optics)","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":["insufficient_payload"],"category_scores_codex":[0.001197783,0.00159675,0.001026709,0.002431039,0.002111905,0.007566409,0.00165124,0.002652551,0.858941],"category_scores_gemma":[0.00298746,0.0005392997,0.001150023,0.001847544,0.0004692709,0.001844838,0.002487443,0.002417109,0.8259696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001345021,"about_ca_system_score_gemma":0.003706413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007904464,"about_ca_topic_score_gemma":0.01746966,"domain_scores_codex":[0.999226,0.0000906006,0.00002715412,0.0001095367,0.0004103758,0.0001363193],"domain_scores_gemma":[0.9979061,0.0001915076,0.00006034162,0.0001323383,0.0009350016,0.0007747814],"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":[0.00002856039,0.00001331424,0.00001910562,0.00005755833,0.000001651845,0.000009965966,0.000003829967,0.0000247502,0.00003700927,0.0003523289,0.9827947,0.01665712],"study_design_scores_gemma":[0.00002026302,0.00001235994,0.000133365,0.00007284735,0.000002428532,0.00001050131,0.0000206112,0.00005061203,0.00004453532,0.0003628222,0.999265,0.000004578946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002522524,0.001396095,0.0007344895,0.00323843,0.01313488,0.0003315126,0.007151998,0.001788612,0.9719718],"genre_scores_gemma":[0.0004133022,0.0004805016,0.0002016071,0.0007911143,0.0008411511,0.00009086745,0.002426635,0.0003656612,0.994389],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.141059,"threshold_uncertainty_score":0.2012035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03147017586132411,"score_gpt":0.2813505553904956,"score_spread":0.2498803795291715,"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."}}