{"id":"W4408420685","doi":"10.15353/acmla.n175.6395","title":"Trading Card Project","year":2025,"lang":"en","type":"article","venue":"Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)","topic":"Canadian Identity and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Business; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002120898,0.00008294931,0.0001908038,0.001502151,0.001364068,0.0004823948,0.0001897456,0.0001008099,0.0004614867],"category_scores_gemma":[0.0002759223,0.0001151068,0.00008145444,0.0004238255,0.0003978862,0.0001207654,0.00002560132,0.0001330051,0.000008046851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002438686,"about_ca_system_score_gemma":0.002534522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7755943,"about_ca_topic_score_gemma":0.9220285,"domain_scores_codex":[0.9989198,0.0001713211,0.0002022645,0.0001787562,0.0001729802,0.0003548205],"domain_scores_gemma":[0.9992123,0.0003244924,0.0001244174,0.00009949878,0.00001851836,0.0002207457],"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":[0.000009903327,0.000007551499,0.007082846,0.00004517685,0.0000539728,0.000003437735,0.01205298,6.888878e-7,0.00000965515,0.4034332,0.5703189,0.006981676],"study_design_scores_gemma":[0.0001654842,0.00001106441,0.008760227,0.00004731645,0.00002176829,1.053209e-7,0.002539293,0.000008277789,0.000005922359,0.006821216,0.9815102,0.0001091227],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00476497,0.001427777,0.00001863824,0.08512785,0.0006196935,0.0003216107,0.0002045464,0.00006805162,0.9074469],"genre_scores_gemma":[0.252881,0.002768247,0.002148364,0.003717731,0.0006274287,0.00004841649,0.00007614974,0.0000338765,0.7376988],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4111913,"threshold_uncertainty_score":0.999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008306570683283832,"score_gpt":0.2032490564683013,"score_spread":0.1949424857850175,"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."}}