{"id":"W2069090745","doi":"10.5539/ass.v9n11p50","title":"Innovative Science Trends That Have Occurred in Zimbabwe","year":2013,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Gender, Education, and Development Issues","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Context (archaeology); Focus group; Work (physics); Economic shortage; Quality (philosophy); Science education; Independence (probability theory); Sociology; Pedagogy; Public relations; Medical education; Psychology; Political science; Engineering; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.002597712,0.0001437989,0.0001694035,0.000746989,0.003252969,0.0006727057,0.001215567,0.00007912757,0.0006963605],"category_scores_gemma":[0.0003950688,0.0001419876,0.00003087906,0.009385165,0.005700523,0.002627239,0.00009771435,0.0001616168,0.0001223712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006463443,"about_ca_system_score_gemma":0.003823676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00481734,"about_ca_topic_score_gemma":0.001998267,"domain_scores_codex":[0.996585,0.00009883272,0.0002454129,0.0005752913,0.001502608,0.0009928738],"domain_scores_gemma":[0.998759,0.00004241705,0.0001413287,0.0001677188,0.0006435019,0.0002460163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00000236893,0.0001114613,0.100314,0.000002820742,0.00000245424,0.000001261929,0.5429546,8.290016e-8,0.0006312769,0.1043423,0.004545653,0.2470916],"study_design_scores_gemma":[0.0001385739,0.00001131266,0.8098908,0.000008192903,0.00000113526,3.002079e-7,0.1620034,0.000002415265,0.0005308608,0.006878233,0.0203166,0.0002181987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1864849,0.00002170553,0.0000316267,0.006067244,0.0007461914,0.000217539,0.000001686627,0.00006364677,0.8063654],"genre_scores_gemma":[0.9932763,0.00001439634,0.0006339431,0.0002916616,0.0002138184,0.0000364952,0.00000196415,0.000005679049,0.00552577],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8067913,"threshold_uncertainty_score":0.9980447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0488008532301118,"score_gpt":0.3668879276578773,"score_spread":0.3180870744277655,"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."}}