{"id":"W1563242540","doi":"","title":"Classification and collapse: the ethnohistory of Zulu ceramic use","year":2006,"lang":"en","type":"article","venue":"Southern African humanities","topic":"Archaeology and Rock Art Studies","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Pottery; Zulu; Craft; Assemblage (archaeology); Archaeology; History; Chronology; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0002605105,0.0000637194,0.00009953536,0.00004233797,0.004889837,0.000007811112,0.0001184005,0.00004496736,0.00004624109],"category_scores_gemma":[0.00004588934,0.00004637558,0.00002889236,0.00006646063,0.003092888,0.00006258677,0.0001330484,0.00007486534,0.000007122892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003743895,"about_ca_system_score_gemma":0.0000471417,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006885964,"about_ca_topic_score_gemma":0.02808184,"domain_scores_codex":[0.9993105,0.0001817213,0.0001227756,0.00009943388,0.0001421173,0.0001434496],"domain_scores_gemma":[0.999477,0.0002399425,0.00009639905,0.0001012432,0.00007353188,0.00001188182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009606139,0.00001530861,0.04289348,0.000005584172,0.00001576561,4.230833e-7,0.690749,0.000001558973,0.00005761457,0.2654925,0.0006652617,0.00009387252],"study_design_scores_gemma":[0.0001292033,0.00003213896,0.07094432,0.000009238581,0.00003320792,4.479694e-7,0.6189892,0.000007655387,0.00000847004,0.02455398,0.2851661,0.0001260498],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451348,0.001007719,0.00001390952,0.0009512827,0.00009529055,0.000128578,0.0000233672,0.00004398785,0.05260111],"genre_scores_gemma":[0.9679409,0.00006844616,0.00002034331,0.00005707354,0.0001278995,0.00001288878,0.000001728449,0.000006023545,0.03176475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2845009,"threshold_uncertainty_score":0.9997272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05063493042410607,"score_gpt":0.2668363901958641,"score_spread":0.2162014597717581,"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."}}