{"id":"W7039470785","doi":"","title":"Message from the chairs","year":2024,"lang":"en","type":"article","venue":"Brunel University Research Archive (BURA) (Brunel University London)","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information system; Key (lock); Field (mathematics); Work (physics); Focus (optics)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.002526332,0.0002581025,0.0002554386,0.0006068337,0.004613251,0.0005990743,0.002346222,0.0002091833,0.001746399],"category_scores_gemma":[0.0007299533,0.0002569572,0.0002975408,0.002032674,0.002843206,0.002166185,0.0006482858,0.001787419,0.001031936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000802068,"about_ca_system_score_gemma":0.002595226,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07771038,"about_ca_topic_score_gemma":0.05803528,"domain_scores_codex":[0.9926982,0.003643864,0.0001557948,0.0008688665,0.001549438,0.001083823],"domain_scores_gemma":[0.9892791,0.009087763,0.00007975318,0.0005980613,0.0003784199,0.0005769363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006513157,0.0002385354,0.006094122,0.00005627711,0.0004362822,0.001419206,0.07639175,0.00006372421,0.0003656379,0.7676814,0.142158,0.004443808],"study_design_scores_gemma":[0.0003848597,0.00004967774,0.007956394,0.0001083399,0.00007511761,0.000001980642,0.1743582,0.0001551786,0.00001799054,0.006031994,0.8105913,0.0002689183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.161418,0.002314843,0.002089197,0.1292126,0.001489432,0.001458648,0.0012557,0.0007310358,0.7000306],"genre_scores_gemma":[0.8394732,0.003818958,0.0005563864,0.0002638453,0.0008558464,7.402157e-7,0.0001708909,0.00003316539,0.1548269],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7616494,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09841782637962096,"score_gpt":0.3508859993096939,"score_spread":0.252468172930073,"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."}}