{"id":"W6948661187","doi":"10.48660/16060077","title":"Panel Discussion","year":2016,"lang":"en","type":"other","venue":"PIRSA","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Panel discussion; Panel data; Term (time); Government (linguistics)","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":["insufficient_payload"],"category_scores_codex":[0.00003276818,0.0001119103,0.0001136353,0.00002740953,0.00004003546,0.000007277868,0.0002159917,0.0001549887,0.4283311],"category_scores_gemma":[0.000003096286,0.00005895913,0.00003918092,0.00002615225,0.0001429519,0.00003431553,0.0002729912,0.00005827442,0.1320875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005890561,"about_ca_system_score_gemma":0.000002767775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005000624,"about_ca_topic_score_gemma":0.002169379,"domain_scores_codex":[0.9994047,0.0000201401,0.00005236452,0.0002229643,0.0001023817,0.000197509],"domain_scores_gemma":[0.999709,0.00000443544,0.00004494383,0.0001791044,4.779741e-7,0.00006210228],"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":[0.00000264331,0.00001427081,0.003688361,0.000004939701,0.000006327587,0.00001366294,0.00003363218,3.475909e-7,0.0001366417,0.00002234387,0.9923978,0.00367901],"study_design_scores_gemma":[0.0001276594,0.00001495324,0.0005862164,0.00001626258,0.000007837673,0.000001686963,0.000006751419,0.000006260799,0.00005130363,0.0002424708,0.9988077,0.0001309155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008092897,0.00001658963,0.00005614838,0.0007669866,0.0003966803,0.00008186647,0.00003980528,0.00009790193,0.9984631],"genre_scores_gemma":[0.0007196243,0.00003659202,0.00008776036,0.0004066789,0.0001005716,0.000003048736,0.00001512388,0.00007407735,0.9985565],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2962436,"threshold_uncertainty_score":0.8685882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452396291359078,"score_gpt":0.2060310997120648,"score_spread":0.191507136798474,"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."}}