{"id":"W4414989677","doi":"10.22215/cujs.v5i3.5408","title":"Creating an Undergraduate Student Handbook for Scientific Journal Publication","year":2025,"lang":"en","type":"article","venue":"Carleton undergraduate journal of science.","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Infographic; Publishing; Undergraduate research; Scientific literacy; Undergraduate education; Scientific writing; Undergraduate student","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009328186,0.000153475,0.0002551541,0.001328934,0.005655075,0.004190118,0.001307178,0.00008429241,0.00003428216],"category_scores_gemma":[0.002580758,0.0001369115,0.0001520925,0.003310896,0.002202738,0.003386497,0.00005290883,0.0002933779,0.000005722542],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226114,"about_ca_system_score_gemma":0.009499558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003328815,"about_ca_topic_score_gemma":0.0002058715,"domain_scores_codex":[0.9963316,0.0002927638,0.0008614855,0.0003335598,0.001643282,0.0005373312],"domain_scores_gemma":[0.9908908,0.0002179444,0.00099831,0.000281015,0.007160123,0.0004517871],"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":[0.0001295913,0.001010474,0.008613861,0.00004480173,0.0001386572,0.000006121228,0.04919016,0.0007798009,0.02965452,0.6988258,0.1576979,0.05390827],"study_design_scores_gemma":[0.002831013,0.0006948755,0.005182992,0.0005026503,0.0002446983,0.0000566579,0.136072,0.001085592,0.00868118,0.2797402,0.5642728,0.0006353652],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5869749,0.002554617,0.08631994,0.2053164,0.03496692,0.001823226,0.00001225237,0.0001422603,0.08188955],"genre_scores_gemma":[0.9751586,0.0002604779,0.005084716,0.0006272061,0.0008652323,0.00001361906,0.00000387198,0.00001121182,0.01797501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4190856,"threshold_uncertainty_score":0.9968436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852901349709438,"score_gpt":0.3829251062352908,"score_spread":0.3543960927381964,"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."}}