{"id":"W4389434904","doi":"10.1515/eduling-2023-0019","title":"CACTI: Co-developing awareness of bi/multilingual classroom practices with a professional development survey instrument","year":2023,"lang":"en","type":"article","venue":"Educational Linguistics","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Toronto","funders":"","keywords":"Multilingualism; Translanguaging; Pedagogy; Professional development; Mathematics education; Class (philosophy); Psychology; Sociology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007526299,0.0001585322,0.0001848131,0.000193545,0.000560218,0.00009241084,0.0001598905,0.00004445382,0.0006036228],"category_scores_gemma":[0.004909521,0.0001297006,0.00002492825,0.0001100858,0.000111178,0.00004929498,0.00004064083,0.0002604573,0.00008583733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008391272,"about_ca_system_score_gemma":0.002315301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00219069,"about_ca_topic_score_gemma":0.003079163,"domain_scores_codex":[0.9986269,0.0001339758,0.0003566484,0.0002441793,0.0004037042,0.0002345649],"domain_scores_gemma":[0.9973289,0.001269896,0.000514596,0.0001404697,0.0006851302,0.0000610105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002104379,0.0007657101,0.6064525,0.0005561218,0.0004319269,0.00001939041,0.2312818,0.0003389337,0.00003042168,0.1383186,0.01135133,0.0102429],"study_design_scores_gemma":[0.0005112871,0.00007067938,0.2767256,0.000415109,0.0000325934,0.000005288324,0.02487945,0.0002366582,0.0004569016,0.000291959,0.6958948,0.0004796702],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878393,0.00005925519,0.0000169549,0.0002735492,0.003342363,0.0001325819,0.00005861448,0.00008088377,0.008196476],"genre_scores_gemma":[0.98202,0.000003506772,0.002293191,0.0001101178,0.001537886,0.00002951184,0.001096453,0.00002798204,0.01288142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6845436,"threshold_uncertainty_score":0.6609247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1264539950270594,"score_gpt":0.3780334809056422,"score_spread":0.2515794858785828,"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."}}