{"id":"W2318952673","doi":"10.36510/learnland.v4i2.381","title":"Commentary: Changing Perspectives on Practitioner Research","year":2011,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TRACE (psycholinguistics); Work (physics); Pedagogy; Sociology; Psychology; Mathematics education; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1206963,0.001917053,0.003898161,0.006216029,0.02181704,0.02437745,0.01654013,0.09546664,0.009928194],"category_scores_gemma":[0.3972966,0.002335456,0.003748805,0.01023991,0.03942665,0.03831144,0.01617175,0.1635738,0.005599518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0328069,"about_ca_system_score_gemma":0.0551439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02619703,"about_ca_topic_score_gemma":0.03518192,"domain_scores_codex":[0.8492963,0.07028399,0.01229981,0.01565718,0.04220127,0.01026135],"domain_scores_gemma":[0.4106714,0.4606298,0.01620454,0.007757234,0.08314012,0.02159693],"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":[0.00005223344,0.00001628635,0.0001227112,0.0007031164,0.00002505332,0.0004645612,0.004985548,0.00005372422,0.00008018042,0.01731577,0.9702703,0.005910601],"study_design_scores_gemma":[0.00007533566,0.00002911576,0.0003272691,0.003872162,0.00003728322,0.0005835168,0.00964215,0.0001336255,0.0001498894,0.02254868,0.9625155,0.00008543734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00005987204,0.002166061,0.00007796904,0.9732849,0.0239678,0.000003579024,0.0000100179,0.000006281527,0.0004236029],"genre_scores_gemma":[0.00244762,0.002484837,0.0002501988,0.962996,0.03089333,0.00003291725,0.00001369975,0.00003729977,0.0008440741],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1206963,"threshold_uncertainty_score":0.6383106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2235708772918557,"score_gpt":0.4305469277589712,"score_spread":0.2069760504671155,"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."}}