{"id":"W4324355159","doi":"10.1002/9781405198431.wbeal0040.pub2","title":"Assessment and Evaluation: Mixed Methods Research","year":2023,"lang":"en","type":"other","venue":"The Encyclopedia of Applied Linguistics","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rasch model; Set (abstract data type); Context (archaeology); Construct (python library); Task (project management); Focus group; Computer science; Applied psychology; Psychology; Exploratory research; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01460688,0.0001973156,0.0004220602,0.000244254,0.0006766908,0.000007067405,0.0006222993,0.0004987583,0.0007684638],"category_scores_gemma":[0.00568336,0.0001483011,0.00003922012,0.0003450798,0.0003117172,0.000001851957,0.0006060794,0.002148459,0.0001674075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001893294,"about_ca_system_score_gemma":0.001088586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007892009,"about_ca_topic_score_gemma":0.0004241653,"domain_scores_codex":[0.994486,0.0032682,0.0007193543,0.0003200705,0.0007753359,0.0004309802],"domain_scores_gemma":[0.9866731,0.01025475,0.0005907,0.001412813,0.0009763631,0.00009227977],"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":[0.000020417,0.00002586505,0.0002473067,0.0008496125,0.00007947675,4.62665e-7,0.004854355,0.000004645377,0.00000140094,0.3101855,0.6506999,0.03303112],"study_design_scores_gemma":[0.0001982973,0.00002744796,0.0005613161,0.0007500772,0.00008514585,8.69039e-8,0.005855191,0.0004159466,0.000001066666,0.02202992,0.9699402,0.0001352343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002293692,0.0007692073,0.0001308763,0.0002509959,0.003724287,0.001715884,0.0000517034,0.0002723972,0.9930617],"genre_scores_gemma":[0.03257667,0.0240144,0.1260554,0.0004483796,0.0142959,0.004962216,0.0002028549,0.002595982,0.7948483],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3192405,"threshold_uncertainty_score":0.9334104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1893136780121584,"score_gpt":0.5945422519124821,"score_spread":0.4052285739003237,"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."}}