{"id":"W4302282129","doi":"10.1111/modl.12792","title":"In it Together: Teachers, Researchers, and Classroom SLA","year":2022,"lang":"en","type":"article","venue":"Modern Language Journal","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; University of Toronto","funders":"","keywords":"Patience; Mathematics education; Psychology; Pedagogy; Term (time); Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07439032,0.0007294501,0.001461657,0.006418349,0.0329777,0.03502221,0.003847605,0.005761746,0.007073712],"category_scores_gemma":[0.1482548,0.001581744,0.0007010457,0.004021953,0.03791539,0.02303825,0.03208067,0.01374193,0.001535898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009722138,"about_ca_system_score_gemma":0.01803987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003237139,"about_ca_topic_score_gemma":0.003495763,"domain_scores_codex":[0.8213161,0.1478352,0.005031482,0.006927293,0.01038472,0.008505222],"domain_scores_gemma":[0.8132297,0.108141,0.01717566,0.01303143,0.01945329,0.02896892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000287996,0.0002066598,0.007687293,0.000147399,0.00002011648,0.0005309744,0.9628226,0.00006042509,0.0004612067,0.0121617,0.00256504,0.01330778],"study_design_scores_gemma":[0.00002081343,0.0001083787,0.001733227,0.0003455216,0.00001534626,0.0002784737,0.957669,0.0001878169,0.0003286483,0.009803597,0.02947514,0.00003407945],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7507372,0.006007979,0.03296093,0.09001289,0.001830874,0.0007932155,0.00008397952,0.0006200661,0.1169529],"genre_scores_gemma":[0.9900882,0.0005338448,0.003090836,0.001821923,0.00009887782,0.0002268325,0.00001450496,0.00008832804,0.004036723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07439032,"threshold_uncertainty_score":0.3934183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.066653277625406,"score_gpt":0.4201946292491907,"score_spread":0.3535413516237846,"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."}}