{"id":"W4391026204","doi":"10.4314/kcl.v21i1.5","title":"Athari za Mabadiliko ya Maana katika Lugha ya Kiswahili: Mifano kutoka Matini za Kidini","year":2023,"lang":"sw","type":"article","venue":"Kioo cha Lugha","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"Humanities; Theology; Physics; Philosophy","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":[0.0008750653,0.0004710011,0.0003405207,0.001570522,0.002134991,0.002830643,0.0005706773,0.0008299296,0.06429506],"category_scores_gemma":[0.002731966,0.0004068984,0.000340352,0.003567474,0.0004146814,0.001939113,0.001387888,0.001392997,0.01449368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002720838,"about_ca_system_score_gemma":0.007898931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08922979,"about_ca_topic_score_gemma":0.2185199,"domain_scores_codex":[0.9992579,0.00007401559,0.0000686271,0.00011093,0.000247809,0.0002408123],"domain_scores_gemma":[0.9977537,0.0003418668,0.0002105816,0.0001624959,0.001252203,0.0002791648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001077991,0.0001864654,0.08811307,0.003257256,0.0001417641,0.001118088,0.006802028,0.0003989579,0.006149078,0.02085816,0.5806502,0.2912469],"study_design_scores_gemma":[0.00002966619,0.00005843009,0.08201052,0.000463192,0.00004820471,0.0002292687,0.005612026,0.0001187568,0.001570659,0.0007240578,0.9091067,0.00002859376],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1896622,0.0115662,0.003283527,0.02123578,0.002185011,0.0007794253,0.1540974,0.001016246,0.6161742],"genre_scores_gemma":[0.3841749,0.01115672,0.007476349,0.004065928,0.0002703978,0.0009818028,0.08935127,0.0003983781,0.5021242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08922979,"threshold_uncertainty_score":0.2150884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05617358858277934,"score_gpt":0.3510198073631789,"score_spread":0.2948462187803996,"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."}}