{"id":"W2160259728","doi":"10.1017/s0021932005007194","title":"PROFESSIONS, GENERATIONS AND REPRODUCTIVE DYNAMICS OF A FRENCH ALPINE POPULATION (16<sup>th</sup>–20<sup>th</sup> CENTURIES)","year":2005,"lang":"en","type":"article","venue":"Journal of Biosocial Science","topic":"Historical Studies and Socio-cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Historical demography; Population; Demography; Consistency (knowledge bases); Genealogy; Geography; History; Ethnology; Sociology; Research methodology; Mathematics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006426318,0.0001453554,0.0003660062,0.0001392499,0.00335609,0.0001294273,0.0002398487,0.00006172035,0.0001969062],"category_scores_gemma":[0.0003091907,0.00009869562,0.0001670514,0.0003428742,0.0008193593,0.0007268999,0.00009280247,0.0002285064,0.000003505747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298678,"about_ca_system_score_gemma":0.0001076815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095942,"about_ca_topic_score_gemma":0.004274835,"domain_scores_codex":[0.9981336,0.00007927293,0.0006096143,0.0002534071,0.0006609181,0.0002631623],"domain_scores_gemma":[0.9983339,0.00004131074,0.0005527862,0.0001210617,0.0008163624,0.0001345562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001008134,0.001091319,0.01440239,0.00008459247,0.0004725007,0.00001054791,0.7294201,0.003546611,0.001470824,0.1561769,0.04335684,0.04986655],"study_design_scores_gemma":[0.00397186,0.002398252,0.03520856,0.0006499295,0.001890849,0.00007097881,0.2989566,0.05072135,0.0006443642,0.05259072,0.5499728,0.002923725],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461959,0.0007830324,0.00006455085,0.05155753,0.000271133,0.0001380376,0.00003858634,0.00001241745,0.0009388079],"genre_scores_gemma":[0.9933093,0.0004444294,0.0005441288,0.0001354138,0.002005858,0.000002285023,0.00001005745,0.000006098254,0.003542482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.506616,"threshold_uncertainty_score":0.9979414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752213267675013,"score_gpt":0.2502198107309277,"score_spread":0.2326976780541776,"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."}}