{"id":"W4414771387","doi":"10.24908/lhps.v4i1.18741","title":"Stories Worth Preserving","year":2025,"lang":"en","type":"article","venue":"Living Histories A Past Studies Journal","topic":"American Environmental and Regional History","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Oral history; Newspaper; Public history; Local history; Cultural heritage; Character (mathematics); Comparative historical research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001910453,0.0008950265,0.0003875417,0.0007084683,0.02258701,0.007960817,0.001439418,0.002098848,0.008140591],"category_scores_gemma":[0.005501437,0.000339804,0.0002780055,0.00107785,0.01772273,0.007806731,0.008611814,0.005437784,0.001085079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005547938,"about_ca_system_score_gemma":0.003243516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02674297,"about_ca_topic_score_gemma":0.103884,"domain_scores_codex":[0.9971096,0.001678309,0.00004983415,0.0002005407,0.0003130241,0.0006488293],"domain_scores_gemma":[0.9964834,0.001025998,0.0003704876,0.0003643243,0.0002851692,0.001470525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005191632,0.00002782556,0.002304687,0.00009791805,0.00001052801,0.001985094,0.8753854,0.00006974468,0.0004991238,0.03219497,0.06981657,0.01755622],"study_design_scores_gemma":[0.000002015634,0.000015737,0.000844006,0.00009246068,0.00000759563,0.0007720824,0.6066173,0.00002115331,0.0002103185,0.002086848,0.3893186,0.00001183641],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5000379,0.01569004,0.004380461,0.1243716,0.005593315,0.0001315365,0.000444217,0.0002944502,0.3490565],"genre_scores_gemma":[0.9313461,0.003828397,0.0008933105,0.004975518,0.0002968164,0.00004290301,0.0001112985,0.00008666374,0.05841911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02674297,"threshold_uncertainty_score":0.05317461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01582607759629332,"score_gpt":0.2549079389472593,"score_spread":0.239081861350966,"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."}}