{"id":"W4399513167","doi":"10.33193/ijohss.58.2024.721","title":"Building the Future","year":2024,"lang":"en","type":"article","venue":"International Journal on Humanities and Social Sciences","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003780381,0.0006107372,0.000431657,0.0008084733,0.0075637,0.009350217,0.001084129,0.003636377,0.06899659],"category_scores_gemma":[0.004612076,0.000201825,0.0004464728,0.0006428185,0.009436045,0.01473127,0.009357901,0.006094326,0.01815682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004411154,"about_ca_system_score_gemma":0.008698982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005855348,"about_ca_topic_score_gemma":0.009611345,"domain_scores_codex":[0.9980234,0.0007806264,0.00004419554,0.0003050571,0.0003289081,0.0005178237],"domain_scores_gemma":[0.9971982,0.0003888629,0.0001260887,0.000421335,0.0005442715,0.001321061],"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":[0.00002642709,0.00004809121,0.0005650118,0.0001340066,0.00001039562,0.0001888343,0.007208566,0.000207331,0.0002952545,0.6913846,0.2271415,0.07279002],"study_design_scores_gemma":[0.000001560197,0.00001061228,0.0001639551,0.0001530817,0.000002144016,0.00005726955,0.002171287,0.00003849225,0.00005311879,0.04529461,0.9520485,0.000005327513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005964987,0.01717637,0.006165283,0.2002597,0.006801538,0.00005840923,0.0002913682,0.0003371405,0.7629452],"genre_scores_gemma":[0.3823632,0.03841247,0.01686642,0.07347055,0.004538879,0.0002507181,0.0008340306,0.0006167328,0.482647],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06899659,"threshold_uncertainty_score":0.2308165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08102498094104299,"score_gpt":0.4070032371451797,"score_spread":0.3259782562041367,"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."}}