{"id":"W7034239244","doi":"","title":"Socio-political change in the English county of Cumbria: 400-700","year":2022,"lang":"en","type":"dissertation","venue":"University of Birmingham Institutional Research Archive (University of Birmingham)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Frontier; Period (music); Power (physics); Identity (music); Corporate governance; Hegemony; Quarter (Canadian coin); Documentary evidence; Commoner","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00197979,0.0002498606,0.0005437651,0.0006649368,0.001217412,0.000007765888,0.001790852,0.0003318584,0.01056362],"category_scores_gemma":[0.0003491365,0.0002963108,0.0002762116,0.001049275,0.004152939,0.000434894,0.00080035,0.001391092,0.0001019386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007558801,"about_ca_system_score_gemma":0.0008845893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02951834,"about_ca_topic_score_gemma":0.02852845,"domain_scores_codex":[0.9958379,0.0008103792,0.0002955621,0.0005875694,0.00179035,0.0006782037],"domain_scores_gemma":[0.9979216,0.0008326745,0.0003780971,0.0004410572,0.0002580892,0.0001684142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.006229832,0.00871463,0.2437979,0.002067567,0.0007333127,0.003473952,0.339203,0.0006071919,0.01163723,0.3219474,0.04522323,0.0163647],"study_design_scores_gemma":[0.003642602,0.001324012,0.565253,0.0005506062,0.0003646834,0.00002684893,0.3322611,0.001734037,0.0003252951,0.007088746,0.08646521,0.00096381],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454879,0.00006252046,0.0001370575,0.0003331224,0.0002827781,0.0009458129,0.0008199957,0.00002004656,0.05191083],"genre_scores_gemma":[0.9958236,0.0001596617,0.0007524856,0.0000326744,0.00005073499,0.000001594809,0.0007114721,0.00001378372,0.002454042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3214551,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04478202964913283,"score_gpt":0.2901467240170071,"score_spread":0.2453646943678743,"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."}}