{"id":"W1619871055","doi":"10.13034/jsst.v8i2.79","title":"Co-Op Student Testimonials","year":2015,"lang":"en","type":"article","venue":"Journal of Student Science and Technology","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":"Foundation (evidence); Psychology; Pedagogy; History; Archaeology","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":[0.00195698,0.00009477354,0.0001778024,0.0003688542,0.0001066302,0.00007087745,0.0007814427,0.000126433,0.000003535942],"category_scores_gemma":[0.0008173262,0.00006704823,0.00002854612,0.0003923978,0.001374333,0.00001307417,0.0003117178,0.0001662858,0.000009671466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003914836,"about_ca_system_score_gemma":0.0005680566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001564797,"about_ca_topic_score_gemma":0.000002757898,"domain_scores_codex":[0.9981447,0.00001576013,0.000365478,0.0001588041,0.001009043,0.0003062152],"domain_scores_gemma":[0.9983438,0.00001137479,0.0001842174,0.0001971879,0.0009778279,0.0002856064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006232804,0.0004814347,0.274156,0.00002007638,0.00008910614,0.00005881554,0.0005365531,0.000007295921,0.6581704,0.000406505,0.01339281,0.05261866],"study_design_scores_gemma":[0.005495456,0.01535837,0.1435183,0.0001014285,0.00007996489,0.00123524,0.0155092,0.00008764341,0.6043465,0.003020093,0.2105549,0.0006928963],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995267,0.0008095414,0.0002248411,0.002304544,0.0002300288,0.0001010962,0.000001816395,0.000005724823,0.001055347],"genre_scores_gemma":[0.9974564,0.0006963974,0.001385263,0.0001935939,0.0001322671,0.000002148751,7.308627e-7,0.000004161467,0.0001290203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1971621,"threshold_uncertainty_score":0.5063788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03118425211333404,"score_gpt":0.3724576056266117,"score_spread":0.3412733535132777,"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."}}