{"id":"W4411174537","doi":"10.1038/d41586-025-01606-x","title":"How our student journal club built on sand developed strong foundations","year":2025,"lang":"en","type":"article","venue":"Nature","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Journal club; Club; Geology; Library science; Paleontology; Computer science; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005265723,0.0004743225,0.000392521,0.002443661,0.01252972,0.02356051,0.00154075,0.00310567,0.02722516],"category_scores_gemma":[0.02456017,0.0005409553,0.000550268,0.001357041,0.00560313,0.006377881,0.01188053,0.006871368,0.008982147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005476305,"about_ca_system_score_gemma":0.01629592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007362416,"about_ca_topic_score_gemma":0.03153886,"domain_scores_codex":[0.9939173,0.002443073,0.0001974679,0.000668919,0.001459496,0.001313789],"domain_scores_gemma":[0.9630533,0.004462199,0.0009217446,0.002315051,0.007381992,0.02186571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003455211,0.001380799,0.028261,0.000305,0.00009296599,0.003675008,0.0515623,0.001724423,0.004022824,0.3550399,0.3578387,0.1957515],"study_design_scores_gemma":[0.00004529331,0.0002046273,0.004921617,0.0002044843,0.0000222071,0.0003545496,0.02115949,0.001421714,0.001722069,0.03729092,0.9325228,0.0001302994],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2200813,0.0006298319,0.02836343,0.07683785,0.01301626,0.0004935185,0.000431584,0.002468355,0.6576778],"genre_scores_gemma":[0.6419001,0.0002529076,0.01276238,0.006969446,0.001029589,0.0002042251,0.0001429777,0.0007658598,0.3359726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9764395,"threshold_uncertainty_score":0.09107727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02479003662812993,"score_gpt":0.3837543913474498,"score_spread":0.3589643547193199,"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."}}