{"id":"W3213651080","doi":"10.1007/s40593-021-00284-w","title":"A Festschrift to Honour Jim Greer: Guest Editors’ Introduction, Part 2","year":2021,"lang":"en","type":"article","venue":"International Journal of Artificial Intelligence in Education","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Honour; Computer science; Political science; Law","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":[0.002532505,0.00009665234,0.0001654416,0.0002383784,0.0001493483,0.0002095252,0.000484821,0.0001100041,0.001225546],"category_scores_gemma":[0.008647318,0.00009939698,0.0001039585,0.0004995971,0.000132107,0.0008825322,0.00004485459,0.0003761748,0.0001638388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002480288,"about_ca_system_score_gemma":0.001512244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003363852,"about_ca_topic_score_gemma":0.0006493726,"domain_scores_codex":[0.9976389,0.0006301524,0.0007523891,0.0002054649,0.0005894955,0.000183588],"domain_scores_gemma":[0.9967189,0.0005758851,0.0003820349,0.0001247656,0.002029996,0.0001684368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005624599,0.002183402,0.006013511,0.000006822559,0.0001139912,0.000138643,0.04196656,0.0006163199,0.001771997,0.3579071,0.1017564,0.4869627],"study_design_scores_gemma":[0.00002347369,0.00006953712,0.0006183946,0.00005872963,0.000008765583,0.00003514066,0.0244548,0.000009445725,0.002275601,0.06467699,0.9076487,0.0001204576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.389281,0.000726748,0.008385411,0.329903,0.2576159,0.0003497113,0.00001116563,0.00004312821,0.01368392],"genre_scores_gemma":[0.8988138,0.0003853006,0.001594773,0.00111869,0.09712546,0.00001014774,0.00001086425,0.000007825343,0.000933113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8058922,"threshold_uncertainty_score":0.9997033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05810964333052163,"score_gpt":0.4072336290797543,"score_spread":0.3491239857492326,"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."}}