{"id":"W4408272047","doi":"10.21083/partnership.v19i2.7762","title":"The First Year","year":2025,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001643226,0.0005682189,0.0006919469,0.002040092,0.006714697,0.007178143,0.001662308,0.001098978,0.3318172],"category_scores_gemma":[0.004166873,0.0003695997,0.0005383352,0.002199348,0.0007114367,0.002429597,0.004561608,0.001972753,0.1693353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00513701,"about_ca_system_score_gemma":0.01010898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08433868,"about_ca_topic_score_gemma":0.173686,"domain_scores_codex":[0.9976927,0.0001713509,0.00007095551,0.0002608375,0.0008759008,0.0009281438],"domain_scores_gemma":[0.9939516,0.0001382977,0.0002043182,0.0003421917,0.001301157,0.004062477],"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":[0.0002339208,0.0004730443,0.02388936,0.0002660763,0.00001518148,0.0005098066,0.007936127,0.0000498173,0.001153767,0.01629238,0.6999439,0.2492366],"study_design_scores_gemma":[0.000007569177,0.00009830004,0.01614194,0.00008698675,0.000003281853,0.0001859159,0.00337788,0.00002032252,0.0001695842,0.0003572463,0.9795362,0.00001474628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06975139,0.003568307,0.001354147,0.01252382,0.006626738,0.0006117732,0.0156962,0.001200335,0.8886673],"genre_scores_gemma":[0.09197917,0.001878637,0.0007395991,0.003276333,0.0004653425,0.0001730541,0.004794424,0.0002882349,0.8964052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3318172,"threshold_uncertainty_score":0.9530817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04235715900647585,"score_gpt":0.3674241519085339,"score_spread":0.3250669929020581,"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."}}