{"id":"W7112687913","doi":"","title":"Preface","year":2025,"lang":"en","type":"other","venue":"KNAW research portal (Royal Academy of Art and Sciences (KNAW))","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Natural (archaeology); Identification (biology); Context (archaeology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00107699,0.0009866693,0.0006224405,0.00283191,0.002365181,0.004831709,0.001355921,0.00107286,0.7809933],"category_scores_gemma":[0.006053536,0.0003325995,0.0005378567,0.001967366,0.0004715956,0.002198245,0.002056477,0.001963278,0.6878823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002190049,"about_ca_system_score_gemma":0.002703417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0118384,"about_ca_topic_score_gemma":0.02165967,"domain_scores_codex":[0.9992803,0.00008057362,0.0000295717,0.00009537453,0.0004346113,0.00007972747],"domain_scores_gemma":[0.9972729,0.00031261,0.00007173064,0.0002441393,0.001573242,0.0005255125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001217501,0.000009443268,0.00002198607,0.00002606492,5.42903e-7,0.0000100401,0.00001336972,0.00002669757,0.00002944956,0.002111137,0.9823386,0.01540043],"study_design_scores_gemma":[0.000003259749,0.000003438774,0.00008279238,0.0000328816,6.84303e-7,0.00001039099,0.0000240165,0.00001938516,0.0000316946,0.00105177,0.9987374,0.000002366895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000353077,0.0009251501,0.001501136,0.003412697,0.01696626,0.0002352961,0.01048031,0.001451876,0.9646743],"genre_scores_gemma":[0.0006419279,0.0002909249,0.0003880269,0.0006325432,0.0008466312,0.00006176641,0.003619072,0.0005436732,0.9929755],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2190067,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09728549224497626,"score_gpt":0.4199131984485255,"score_spread":0.3226277062035493,"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."}}