{"id":"W6948280628","doi":"10.48660/23040136","title":"Welcome and Opening Remarks","year":2023,"lang":"en","type":"other","venue":"PIRSA","topic":"Leaf Properties and Growth Measurement","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Government (linguistics); Work (physics); Natural (archaeology); Context (archaeology)","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":[],"category_scores_codex":[0.0001273047,0.0001123834,0.0001447811,0.000008237961,0.00005824897,0.0000467995,0.0001196841,0.0001118828,0.002400703],"category_scores_gemma":[0.00002097172,0.0000335958,0.00003354349,0.00007623294,0.00002369905,0.00001717121,0.00009275613,0.00008367955,0.0002765449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001057445,"about_ca_system_score_gemma":0.000002005174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001633544,"about_ca_topic_score_gemma":0.004048098,"domain_scores_codex":[0.9993893,0.00002149371,0.00008096801,0.0002142027,0.0001361693,0.0001578761],"domain_scores_gemma":[0.9998308,0.00002359734,0.0000459454,0.00003838474,0.000008173818,0.00005312311],"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":[0.000006041667,0.00001274598,0.001304568,0.00002963584,0.00003133685,0.000009805617,0.00003225376,4.951668e-8,0.002872108,0.0001086729,0.7511896,0.2444032],"study_design_scores_gemma":[0.000043134,0.00004210286,0.006317124,0.0001104118,0.000007430514,0.000001209245,0.00003303475,0.000002850901,0.00002571028,0.00003451851,0.9932511,0.0001313929],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002007849,0.003256909,7.854563e-7,0.002987816,0.0007174923,0.0003330367,0.00003920147,0.0006527645,0.9900041],"genre_scores_gemma":[0.01272483,0.0007980801,0.00006112407,0.000296628,0.001396784,0.00002289882,0.0000196987,0.00002855996,0.9846514],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2442718,"threshold_uncertainty_score":0.9985113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0383037315897556,"score_gpt":0.2236035287569522,"score_spread":0.1852997971671966,"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."}}