{"id":"W2557713716","doi":"10.1177/1069397116680352","title":"AnthroTools","year":2016,"lang":"en","type":"article","venue":"Cross-Cultural Research","topic":"Categorization, perception, and language","field":"Psychology","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Max-Planck-Institut für Evolutionäre Anthropologie; John Templeton Foundation","keywords":"Computer science; Variety (cybernetics); Ethnography; Software; Data science; Software engineering; Artificial intelligence; Sociology; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.005064485,0.001408358,0.001166645,0.002838681,0.001094605,0.002977703,0.002575653,0.000723164,0.1748907],"category_scores_gemma":[0.02040731,0.001286064,0.001767822,0.002432647,0.0008892679,0.003509819,0.004487487,0.002262954,0.07275508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009723786,"about_ca_system_score_gemma":0.002608732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002792687,"about_ca_topic_score_gemma":0.006437312,"domain_scores_codex":[0.9970257,0.001156267,0.0002514183,0.0005295011,0.0007995521,0.0002376402],"domain_scores_gemma":[0.982699,0.01116847,0.0008637139,0.002528562,0.002244649,0.0004955293],"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":[0.0008081021,0.0001791755,0.004413533,0.001691742,0.000179524,0.0002974387,0.003034126,0.002354068,0.003126367,0.03362072,0.6709361,0.279359],"study_design_scores_gemma":[0.0001654447,0.0001457612,0.005652925,0.0004211567,0.00007755878,0.0002451486,0.0005221357,0.006791339,0.004144548,0.03830398,0.9433987,0.0001312068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01262521,0.0007009135,0.4503303,0.001642374,0.001024137,0.001960559,0.1541051,0.281309,0.09630245],"genre_scores_gemma":[0.05819904,0.001016866,0.5540069,0.001595962,0.0004295791,0.009911207,0.1203427,0.1516962,0.1028014],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1748907,"threshold_uncertainty_score":0.5850676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1753265554994598,"score_gpt":0.5549460407078406,"score_spread":0.3796194852083808,"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."}}