{"id":"W3121781752","doi":"10.32865/fire201952169","title":"\"This is far more complex than I could have ever imagined","year":2019,"lang":"en","type":"article","venue":"FIRE Forum for International Research in Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Psychology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001453066,0.0001032265,0.0001200928,0.000343487,0.0002814295,0.0001472939,0.000549967,0.00009648392,0.003593325],"category_scores_gemma":[0.001047185,0.0001077755,0.00008040618,0.0003304664,0.0002644143,0.0003893688,0.00006196058,0.0003033452,0.0005182547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009232155,"about_ca_system_score_gemma":0.001104342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007033924,"about_ca_topic_score_gemma":0.001659996,"domain_scores_codex":[0.9978069,0.0001605718,0.0002376638,0.0003281914,0.0009696031,0.0004970483],"domain_scores_gemma":[0.997952,0.0004003925,0.00007541764,0.0001970426,0.001261743,0.0001134331],"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":[0.0000571418,0.0004332098,0.1877817,0.00002946036,0.00003476892,1.496676e-7,0.1075675,0.00000201016,0.00004537682,0.02618157,0.64736,0.03050714],"study_design_scores_gemma":[0.0002602703,0.00002817903,0.04416772,0.00003884319,0.000001908092,2.621082e-7,0.1577751,0.000539276,0.00002810702,0.003721826,0.793332,0.0001065567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.118003,0.0004748254,0.00003931156,0.7952927,0.004656156,0.001623413,0.00007773202,0.00005673101,0.07977616],"genre_scores_gemma":[0.9115841,0.0001115273,0.0003932273,0.001956692,0.0006231748,0.0003600339,0.0001603066,0.00001652494,0.08479439],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7935811,"threshold_uncertainty_score":0.9995783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2763021041943021,"score_gpt":0.5381276200003055,"score_spread":0.2618255158060034,"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."}}