{"id":"W7024221173","doi":"","title":"Reuse and Remixing in Question Asking Across Development","year":2024,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Amazonian Archaeology and Ethnohistory","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; National Science Foundation","keywords":"Reuse; Key (lock); Work (physics); Development (topology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003020285,0.0001794841,0.0001536863,0.0001599064,0.0002726771,0.001011841,0.0002137604,0.00009346436,0.0004068073],"category_scores_gemma":[0.0001227946,0.0001659227,0.00004180052,0.00007678146,0.0003532723,0.003080658,0.0003336508,0.0004912999,0.0009566261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005678117,"about_ca_system_score_gemma":0.00008125778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006768593,"about_ca_topic_score_gemma":0.00007022303,"domain_scores_codex":[0.9988269,0.00005067565,0.000303363,0.0003424104,0.000130226,0.0003464159],"domain_scores_gemma":[0.9995506,0.0001222181,0.00003404254,0.000180779,0.00001098168,0.0001014147],"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":[0.0002340528,0.0001956907,0.2327729,0.0008983283,0.0001304635,0.001053865,0.1093677,0.000006933801,0.0000970636,0.4494756,0.01006644,0.195701],"study_design_scores_gemma":[0.0001355967,0.00002049633,0.004425346,0.0004179286,0.00000355066,0.00001046979,0.0005254415,0.00003944596,0.0001096454,0.02388263,0.9701729,0.0002565137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455202,0.002703645,0.00003873534,0.001307611,0.0004047433,0.0001244198,0.0002305249,0.0004851453,0.04918494],"genre_scores_gemma":[0.99203,0.00003669721,0.0003997837,0.0003403612,0.0002275126,0.00001561745,0.0001348809,0.00004570345,0.006769467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9601065,"threshold_uncertainty_score":0.9998212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063716760573481,"score_gpt":0.2353242139476128,"score_spread":0.214687046341878,"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."}}