{"id":"W4293218979","doi":"10.22230/ijepl.2022v18n2a1123","title":"Achieving Research-Informed Practice Amongst Teachers in Madrid and Catalonia: Findings From a Quantitative Analysis","year":2022,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Psychology; Pedagogy; Humanities; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003476384,0.00006831525,0.0001341162,0.001510498,0.0003933244,0.0002109692,0.0003020545,0.00004191048,0.0001727035],"category_scores_gemma":[0.007264101,0.0000744586,0.00005346224,0.0009368339,0.0002713446,0.0007672635,0.00004721277,0.0006501536,0.000002001999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006944367,"about_ca_system_score_gemma":0.002148776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02072421,"about_ca_topic_score_gemma":0.003731147,"domain_scores_codex":[0.9977748,0.0008297525,0.0003350172,0.0001375578,0.0007235087,0.0001993235],"domain_scores_gemma":[0.9969685,0.00217693,0.0002747478,0.00005832483,0.0003794859,0.0001419984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001012944,0.0002678282,0.1409482,0.000003874625,0.000351476,0.000006015622,0.8071628,0.00004409375,0.00004462471,0.04273393,0.00157079,0.006765088],"study_design_scores_gemma":[0.0002834985,0.00004629261,0.1501312,0.00003358444,0.00005098858,0.00001353827,0.794843,0.00001649863,0.000004279072,0.001242168,0.05325827,0.00007678653],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8689033,0.0008093301,0.00003571507,0.1255621,0.0004085009,0.00007758709,0.000009666601,0.000005345703,0.004188507],"genre_scores_gemma":[0.9959825,0.0001390786,0.0008015464,0.001626226,0.0004477711,0.00001268109,0.00001928305,0.000005755452,0.0009651132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1270793,"threshold_uncertainty_score":0.9857969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3093249366675271,"score_gpt":0.5132748569911569,"score_spread":0.2039499203236299,"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."}}