{"id":"W4408420695","doi":"10.15353/acmla.n175.6388","title":"The data is falling!","year":2025,"lang":"en","type":"article","venue":"Bulletin - Association of Canadian Map Libraries and Archives (ACMLA)","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Falling (accident); Computer science; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0006118152,0.00008685939,0.0001555195,0.0002919747,0.002206578,0.0003594936,0.0005476358,0.00006975998,0.0001007009],"category_scores_gemma":[0.0005384404,0.00007498151,0.00004373932,0.0003674667,0.0003707717,0.0001711858,0.0001754757,0.0001052611,0.00001308138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002225485,"about_ca_system_score_gemma":0.000428273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04768258,"about_ca_topic_score_gemma":0.100612,"domain_scores_codex":[0.9988068,0.0001447674,0.0003130147,0.0001511469,0.0002471532,0.0003370946],"domain_scores_gemma":[0.9982364,0.001087804,0.0002380198,0.000271561,0.00004695909,0.0001192345],"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":[0.000006418818,0.000003326212,0.04416775,0.000024094,0.0001126449,2.580544e-7,0.01389595,6.276049e-7,6.713221e-7,0.5441299,0.3922495,0.005408891],"study_design_scores_gemma":[0.0001211672,0.000005321773,0.02151507,0.00003390359,0.00001310192,4.093663e-8,0.01327023,0.00002132628,0.000003642456,0.0117265,0.953218,0.00007171973],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001728427,0.002003109,0.00005281794,0.3791876,0.0006220044,0.0003602085,0.0003268066,0.00004392268,0.6156752],"genre_scores_gemma":[0.5770782,0.01203722,0.002976817,0.0107726,0.0006241499,0.0000684482,0.0002060465,0.00002747123,0.3962091],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5753497,"threshold_uncertainty_score":0.9990924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624823955237578,"score_gpt":0.2357362470562256,"score_spread":0.2194880075038498,"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."}}