{"id":"W6893153321","doi":"10.5281/zenodo.14600376","title":"DEVELOPMENT PROGRAM FOR SECONDARY SCHOOL HEADS","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Seriousness; Function (biology); Key (lock); Program evaluation; School system; Program Design Language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004431246,0.0003254045,0.0002480444,0.001519117,0.0009142034,0.0008027759,0.0006652456,0.0003066743,0.0135573],"category_scores_gemma":[0.01024585,0.0002176726,0.000316054,0.0005009233,0.0003459764,0.0004181713,0.001954507,0.0006178663,0.003371634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001258465,"about_ca_system_score_gemma":0.007966059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002014023,"about_ca_topic_score_gemma":0.002799118,"domain_scores_codex":[0.997738,0.00104299,0.0001650929,0.0002392704,0.0004968624,0.0003178],"domain_scores_gemma":[0.992433,0.001800249,0.0005672171,0.0007330358,0.003264333,0.001202281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003134485,0.004116827,0.02204644,0.0003477167,0.00001320396,0.0001285018,0.002786561,0.0008725302,0.007962933,0.003970874,0.02592376,0.9315172],"study_design_scores_gemma":[0.001259073,0.01409789,0.3036758,0.0008246384,0.0001114804,0.0008412249,0.008665673,0.007809467,0.0709632,0.004995489,0.5866271,0.0001288171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6935918,0.0003858829,0.1096456,0.002421579,0.0005670954,0.0368257,0.002516634,0.005086766,0.148959],"genre_scores_gemma":[0.6502295,0.0005168774,0.25139,0.0005878679,0.0001026059,0.01577551,0.004119552,0.0002910151,0.07698709],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0135573,"threshold_uncertainty_score":0.04535371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06309294667064641,"score_gpt":0.3350729475574816,"score_spread":0.2719800008868352,"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."}}