{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002639322,0.0009052451,0.0008466174,0.001089296,0.002205375,0.00559006,0.001616054,0.004346072,0.5111242],"category_scores_gemma":[0.01154935,0.0003655627,0.0009520407,0.0005584916,0.0007973348,0.002311127,0.003479899,0.006358726,0.4737878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001207588,"about_ca_system_score_gemma":0.002121799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003308212,"about_ca_topic_score_gemma":0.01054937,"domain_scores_codex":[0.9983846,0.0002513114,0.00004913271,0.0002213714,0.0008876961,0.0002058675],"domain_scores_gemma":[0.9936458,0.0007651862,0.0001579049,0.0003949237,0.002616255,0.002420018],"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":[0.00001926828,0.000008765416,0.00002046941,0.00001261568,7.38047e-7,0.00002928889,0.00001188361,0.00001514152,0.00008034685,0.0008711444,0.9911083,0.007822036],"study_design_scores_gemma":[0.000007216219,0.000006155729,0.0000734932,0.00001451882,8.457394e-7,0.00001548551,0.0000318373,0.00003268783,0.00004000637,0.0005534702,0.9992199,0.000004332191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007103566,0.001875292,0.003417289,0.0865222,0.2048463,0.0004228961,0.00311046,0.002744718,0.6963505],"genre_scores_gemma":[0.0006551399,0.0001661809,0.0003691089,0.006594996,0.005222905,0.00004985651,0.0003080672,0.0003694547,0.9862643],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5111242,"threshold_uncertainty_score":0.697322,"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."}}