{"id":"W4404313289","doi":"10.18806/tesl.v41i1/1400","title":"Parlure Games","year":2024,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Linguistics; Psychology; Sociology; Pedagogy; Mathematics education; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007280036,0.001731554,0.0005198325,0.0009986479,0.0006684819,0.002034016,0.002640028,0.001023072,0.1061255],"category_scores_gemma":[0.00359768,0.0004629189,0.0007754439,0.000431265,0.0006415876,0.002093875,0.002754377,0.001382916,0.02500271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065029,"about_ca_system_score_gemma":0.001754956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01476803,"about_ca_topic_score_gemma":0.04120515,"domain_scores_codex":[0.9993475,0.0001131917,0.00003871583,0.0001396363,0.0002233596,0.0001375381],"domain_scores_gemma":[0.9988583,0.0004623102,0.00006129853,0.0001269906,0.0002833821,0.0002076212],"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":[0.001909733,0.001836488,0.004392007,0.002004411,0.0001100732,0.001261116,0.003494517,0.007070371,0.01936171,0.03695996,0.4699371,0.4516626],"study_design_scores_gemma":[0.0002740212,0.0005249917,0.005219431,0.0002994113,0.00006186348,0.0003735361,0.0004931851,0.01546774,0.005394301,0.005899082,0.9658837,0.0001088411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07030652,0.001492364,0.1967785,0.002140468,0.001076809,0.006899863,0.02158092,0.08557378,0.6141508],"genre_scores_gemma":[0.2608808,0.001922704,0.2162734,0.002110218,0.0001788451,0.008219657,0.0249257,0.009515657,0.4759731],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1061255,"threshold_uncertainty_score":0.355025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04524394353282681,"score_gpt":0.4487296635164376,"score_spread":0.4034857199836108,"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."}}