{"id":"W4412072924","doi":"10.36510/learnland.vi29.1137","title":"Editorial","year":2025,"lang":"en","type":"editorial","venue":"LEARNing Landscapes","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"American Educational Research Association","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005888363,0.000174089,0.0002565387,0.0001020364,0.0008707988,0.0002200598,0.0004237852,0.001101895,0.0002186562],"category_scores_gemma":[0.004905449,0.0001373368,0.0001359279,0.000241866,0.00008584194,0.0000768113,0.00007345842,0.001163522,0.000157939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001769497,"about_ca_system_score_gemma":0.00199805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009510008,"about_ca_topic_score_gemma":0.001593648,"domain_scores_codex":[0.9978495,0.0001535178,0.0001877058,0.000261083,0.001132949,0.0004152407],"domain_scores_gemma":[0.9985024,0.0007323293,0.0001440964,0.0001252662,0.0003816946,0.0001142157],"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":[0.00000908625,0.00001537457,0.00003722428,0.00002503057,0.00002704827,3.49095e-7,0.001586137,0.00004166622,1.79287e-7,0.001466622,0.9959889,0.0008023934],"study_design_scores_gemma":[0.0001312331,0.00002179953,0.000007699712,0.00008049344,0.00002630472,2.320674e-8,0.001154663,0.000001880554,1.786541e-7,0.0005088649,0.9978912,0.0001756406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001571524,0.000331903,0.000001463688,0.0009292517,0.8305009,0.00008006891,0.00002333115,0.0001322615,0.1679851],"genre_scores_gemma":[0.00007353313,0.0006990989,0.00001497906,0.00002787727,0.828695,0.00001341945,0.0002586871,0.00001173247,0.1702057],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.00791636,"threshold_uncertainty_score":0.9970858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00480255781021127,"score_gpt":0.30001229911182,"score_spread":0.2952097413016087,"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."}}