{"id":"W4410854796","doi":"10.53832/unlockingdata.1026","title":"Evidence Gap Map Report: Foundational learning research in Malawi","year":2025,"lang":"en","type":"report","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Data science; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01087376,0.000795097,0.0007910919,0.007824584,0.001601878,0.004697083,0.001558241,0.001820401,0.03253011],"category_scores_gemma":[0.04535384,0.0005676256,0.0006032789,0.01019724,0.000866871,0.00399434,0.008251537,0.002904352,0.005534385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006767203,"about_ca_system_score_gemma":0.04082355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1576469,"about_ca_topic_score_gemma":0.137931,"domain_scores_codex":[0.9948351,0.001140595,0.0005550887,0.0002702259,0.002262309,0.000936626],"domain_scores_gemma":[0.9637421,0.0122283,0.003792885,0.001449675,0.01440217,0.004384921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004198944,0.0001423842,0.01989595,0.005228604,0.0001622124,0.0003669467,0.001456906,0.0003967345,0.0002999302,0.01377543,0.8871106,0.07074439],"study_design_scores_gemma":[0.0001769182,0.0001379134,0.1166086,0.007547398,0.0003006278,0.0002367089,0.005261632,0.0005880981,0.001954073,0.005518552,0.8616109,0.00005864155],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"review","genre_scores_codex":[0.0241845,0.01445502,0.002670018,0.07904588,0.002348276,0.0008927398,0.8174589,0.0006645998,0.05828008],"genre_scores_gemma":[0.2372414,0.03077983,0.01962698,0.01863296,0.001762674,0.009025835,0.5646584,0.0009563742,0.1173156],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1576469,"threshold_uncertainty_score":0.3134586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.376881613097805,"score_gpt":0.541125864448173,"score_spread":0.164244251350368,"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."}}