{"id":"W2593861163","doi":"10.15273/pnsis.v47i1.3380","title":"STUDENT SCIENCE WRITING COMPETITIONS AWARD WINNING PAPERS 2011 AND 2102","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008243092,0.002180941,0.00183418,0.004227743,0.008166624,0.01954613,0.002956283,0.006131318,0.2898297],"category_scores_gemma":[0.01035856,0.0007055068,0.001806719,0.002867723,0.001170203,0.002003641,0.007520124,0.004591357,0.1988904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009624221,"about_ca_system_score_gemma":0.01880411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02286483,"about_ca_topic_score_gemma":0.1121408,"domain_scores_codex":[0.9928231,0.0005036509,0.0002689982,0.0004976472,0.003864667,0.002041794],"domain_scores_gemma":[0.9636024,0.00100737,0.0006838644,0.0008091807,0.01045503,0.02344216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001343627,0.00007275758,0.0002774524,0.00004339303,0.000008804168,0.00005846788,0.00002563754,0.00004549021,0.0002555331,0.0008302693,0.9883885,0.009859294],"study_design_scores_gemma":[0.0001130207,0.00009350248,0.004830286,0.0000608376,0.00001096067,0.00004228909,0.0001735196,0.000188247,0.0004401481,0.001168773,0.9928508,0.00002775487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01996066,0.005344393,0.001660123,0.0976529,0.2135758,0.001279531,0.01790635,0.001449297,0.641171],"genre_scores_gemma":[0.009655836,0.0005243944,0.0003079502,0.002508861,0.005982032,0.0001692521,0.006761118,0.0002759858,0.9738147],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2898297,"threshold_uncertainty_score":0.969577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0252159229416603,"score_gpt":0.3027797371393611,"score_spread":0.2775638141977008,"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."}}