{"id":"W7096801123","doi":"","title":"DÉPARTEMENT DE GÉOLOGIE ET GÉNIE GÉOLOGIQUE F ACUL TÉ DE SCIENCES ET DE GÉNIE","year":2014,"lang":"en","type":"article","venue":"","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identification (biology); Derogation; Limiting","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002168683,0.000184575,0.0002569766,0.00006244497,0.0003789104,0.0006288378,0.0003579251,0.000076088,0.009537426],"category_scores_gemma":[0.0001921004,0.0001235931,0.0001161185,0.00004869891,0.0004200323,0.0002570669,0.0001326407,0.0001146827,0.0001769182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001217254,"about_ca_system_score_gemma":0.0001588092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002936854,"about_ca_topic_score_gemma":0.01044792,"domain_scores_codex":[0.9983124,0.0004308101,0.0002660849,0.0002897764,0.0001808243,0.0005201303],"domain_scores_gemma":[0.9993709,0.000182264,0.00009409806,0.0001921071,0.0000646269,0.00009596217],"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":[0.00001455526,0.0001042598,0.002333305,0.00003601865,0.00006920178,0.00001088478,0.01038518,0.0002337992,0.01939492,0.9414923,0.02532826,0.0005973853],"study_design_scores_gemma":[0.0009910983,0.001166416,0.009876887,0.0001090007,0.0002892723,0.00004264684,0.02646918,0.002769243,0.05113745,0.105212,0.800505,0.001431861],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7088076,0.00004023223,0.0008366617,0.005629564,0.000160455,0.0001133953,0.00001184849,0.0002142373,0.284186],"genre_scores_gemma":[0.9813497,0.00008850532,0.003130085,0.006629203,0.0003024836,0.00004192862,0.00001141277,0.0000123811,0.008434322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8362803,"threshold_uncertainty_score":0.991368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.078378359338936,"score_gpt":0.3243888016143258,"score_spread":0.2460104422753898,"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."}}