{"id":"W26230029","doi":"10.1890/14-1256.1","title":"Examining the Obstacles and Possible Solutions for Improving Science Education in Southern Mexico.","year":2005,"lang":"en","type":"article","venue":"Ecology","topic":"Digital literacy in education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Focus group; Pedagogy; Subject matter; Science education; Mathematics education; Professional development; Subject (documents); Sociology; Psychology; Computer science; Library science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006136585,0.00005096216,0.0000526677,0.0001349242,0.0002690363,0.0002204039,0.0004161472,0.00002368921,0.000002492341],"category_scores_gemma":[0.0002715936,0.00004207293,0.000008452317,0.0002673469,0.0001403218,0.0009128825,0.0001574292,0.00005009595,0.00001428797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063889,"about_ca_system_score_gemma":0.0008053128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002962913,"about_ca_topic_score_gemma":0.0003452195,"domain_scores_codex":[0.99928,0.00002213711,0.0001316708,0.0002352361,0.00006186664,0.0002691151],"domain_scores_gemma":[0.9993899,0.0002270549,0.00006064061,0.0002200583,0.00006892666,0.00003340665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000002138009,0.0001727852,0.02774536,0.000009349878,0.000001836612,1.175871e-7,0.01360964,0.0002346502,0.002175931,0.151512,0.0002385788,0.8042976],"study_design_scores_gemma":[0.0005262332,0.000246376,0.7573184,0.00002610333,0.000008384467,0.00005318644,0.007947818,0.1751997,0.001348913,0.04809285,0.008852053,0.0003799195],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800752,0.0001458604,0.01289635,0.003460652,0.00060627,0.00024991,0.000001934539,0.00003460936,0.002529243],"genre_scores_gemma":[0.9763101,8.142306e-7,0.02241959,0.0004828813,0.00007860533,0.00006183712,0.000001196051,0.000003289437,0.0006417081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8039176,"threshold_uncertainty_score":0.212536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319091014804656,"score_gpt":0.2825784440623769,"score_spread":0.2593875339143303,"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."}}