{"id":"W4244107745","doi":"10.1109/procomm48883.2020.00005","title":"ProComm 2020 Committees","year":2020,"lang":"en","type":"article","venue":"","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Computer science","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":[0.00002230571,0.00002768025,0.00002448627,0.000002018769,0.00004748634,0.000009272059,0.0000812884,0.000009136917,0.01851562],"category_scores_gemma":[0.00002003216,0.00001937957,0.000009701998,0.0001767608,0.00002724423,0.0001077785,0.00004954945,0.00003528014,0.002808125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001461752,"about_ca_system_score_gemma":0.000004485958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003849225,"about_ca_topic_score_gemma":0.00001084003,"domain_scores_codex":[0.999732,0.000002252946,0.00005870068,0.00006862429,0.00008349476,0.00005499428],"domain_scores_gemma":[0.9998877,0.000006562851,0.00001108104,0.00004513757,0.000003005141,0.00004652839],"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":[0.000001583713,0.00004409803,0.1731691,0.000001813938,0.000002535096,3.171016e-7,0.0004310287,0.00005630303,0.003357818,0.01442193,0.8006128,0.007900656],"study_design_scores_gemma":[0.0000447507,0.00002355186,0.1628962,5.153905e-7,7.239037e-7,6.171171e-7,0.0001627661,0.0003787647,0.0007793438,0.001025241,0.8346345,0.00005298565],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2657737,0.000003481885,0.0006216136,0.1136781,0.00003163155,0.00009149271,0.00000138319,0.0000455983,0.6197529],"genre_scores_gemma":[0.9778627,0.000001683682,0.003292616,0.01594337,0.00004083227,0.000008479724,0.000004965318,0.000002730961,0.002842622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.712089,"threshold_uncertainty_score":0.9979683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721713124620619,"score_gpt":0.2418417203361569,"score_spread":0.2246245890899508,"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."}}