{"id":"W7094108626","doi":"","title":"Message from the NIER Chairs of ICSE 2021","year":2021,"lang":"en","type":"article","venue":"VU Research Portal","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01479214,0.00009525358,0.0002560997,0.0001469318,0.0002934532,0.0009803893,0.00327264,0.0001509504,0.01993772],"category_scores_gemma":[0.03233836,0.00005437599,0.0001302729,0.002036535,0.0004365883,0.0007112539,0.001372836,0.001074733,0.000428289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001554817,"about_ca_system_score_gemma":0.0006965479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153881,"about_ca_topic_score_gemma":0.0005658076,"domain_scores_codex":[0.9924634,0.001077187,0.0005922469,0.0005708774,0.004824308,0.0004720279],"domain_scores_gemma":[0.9914979,0.005622087,0.0001558383,0.001232516,0.001289577,0.0002021352],"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":[0.00002025111,0.00005979529,0.05483398,0.000001611608,0.00003139836,0.0002336953,0.0009440405,0.00000899617,0.001180381,0.005522438,0.9072292,0.02993419],"study_design_scores_gemma":[0.0006184583,0.00004704514,0.1141457,0.00007769241,0.00001123754,0.00002139034,0.02579276,0.0006063216,0.01530536,0.07731722,0.7658038,0.0002530378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7151499,0.001810351,0.0001268136,0.01653344,0.000540364,0.0001717867,0.000265674,0.00001257634,0.2653891],"genre_scores_gemma":[0.9667211,0.0001326658,0.0001176032,0.0002212782,0.0004134477,0.00001197658,0.00002962126,0.00001054295,0.03234176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2515712,"threshold_uncertainty_score":0.9809582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2480822228650705,"score_gpt":0.5055669126246441,"score_spread":0.2574846897595737,"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."}}