{"id":"W1992207937","doi":"10.5539/ies.v4n1p179","title":"How to Write Geography Teaching Paper","year":2011,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teaching method; Mathematics education; Subject (documents); Pedagogy; Sociology; Computer science; Psychology; Library science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001906844,0.0001011408,0.00008691642,0.0003000416,0.0001636048,0.00009069991,0.0007332011,0.00003118342,0.00002733228],"category_scores_gemma":[0.0002572067,0.00009203773,0.00004744494,0.0001700395,0.00004458409,0.0006806296,0.0002339933,0.0001259493,0.00006504959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006845294,"about_ca_system_score_gemma":0.0001011198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002699081,"about_ca_topic_score_gemma":0.000006493361,"domain_scores_codex":[0.9992042,0.00002770734,0.000141766,0.0002835169,0.0002154389,0.0001273627],"domain_scores_gemma":[0.9988601,0.00005327895,0.00007190759,0.0002650073,0.0006984997,0.00005116436],"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":[0.000002052497,0.0002860196,0.01537296,0.000003525583,0.000142687,6.806696e-7,0.002890118,6.139434e-7,0.0001516889,0.9010552,0.02386346,0.05623098],"study_design_scores_gemma":[0.0001546171,0.00008656743,0.1588393,0.00008371817,0.00001461713,0.00002516571,0.008543046,0.0000403333,0.00118449,0.2602769,0.5703722,0.0003790449],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1715732,0.003093852,0.220612,0.4381892,0.03219907,0.0005666738,0.000009318248,0.000858102,0.1328986],"genre_scores_gemma":[0.8114802,0.000069277,0.180229,0.003359633,0.0001990442,0.0001916702,0.000003629916,0.000004987154,0.004462591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6407783,"threshold_uncertainty_score":0.375319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06342518241806605,"score_gpt":0.3770484403811097,"score_spread":0.3136232579630437,"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."}}