{"id":"W7116907502","doi":"10.4081/sjsts.2025.578","title":"Presentation of the first issue","year":2025,"lang":"","type":"article","venue":"Somali Journal of Science Technology and Society","topic":"Colonial History and Postcolonial Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Journal of Student Science and Technology","funders":"","keywords":"Somali; Presentation (obstetrics); Higher education; General partnership; State (computer science); Administration (probate law); Theme (computing); Multiculturalism","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002306774,0.0001258122,0.0003365763,0.0003213444,0.004849548,0.00004044456,0.001168478,0.0003035561,0.00003403975],"category_scores_gemma":[0.0006680131,0.00009184752,0.0002360213,0.005858127,0.03259681,0.0004066501,0.0004386838,0.0005021628,9.963142e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002103133,"about_ca_system_score_gemma":0.001280391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008940472,"about_ca_topic_score_gemma":0.0001901933,"domain_scores_codex":[0.9983143,0.0000774451,0.0005409445,0.0002043067,0.0005293736,0.0003336249],"domain_scores_gemma":[0.9981709,0.0001745892,0.0007183059,0.0001857178,0.0006968083,0.00005365314],"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":[0.0001403786,0.0004532102,0.2382326,0.0002983826,0.000401426,0.000006025705,0.2841914,0.00004099712,0.005734394,0.4276743,0.02061086,0.02221599],"study_design_scores_gemma":[0.001334793,0.0007483216,0.1221577,0.0008433077,0.000445991,0.00002663959,0.1737603,0.00006908915,0.01165406,0.06913786,0.6194963,0.0003256193],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9102253,0.007922576,0.00004899915,0.07105017,0.003580051,0.0002633366,0.000003737415,0.00001259329,0.006893272],"genre_scores_gemma":[0.9946713,0.003030695,0.0001861483,0.0003636862,0.0001089039,0.000002189935,1.397139e-8,0.000002237946,0.001634763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5988855,"threshold_uncertainty_score":0.996446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008941559719801385,"score_gpt":0.3006514287176949,"score_spread":0.2917098689978935,"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."}}