{"id":"W1978406346","doi":"10.3758/bf03192769","title":"Anagram software for cognitive research that enables specification of psycholinguistic variables","year":2006,"lang":"en","type":"article","venue":"Behavior Research Methods","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Anagram; Anagrams; Computer science; Task (project management); Software; Cognition; Natural language processing; Artificial intelligence; Programming language; Psychology","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":[0.003396122,0.00153074,0.001029685,0.002157165,0.0008215264,0.001843317,0.001242651,0.0007611942,0.06974609],"category_scores_gemma":[0.01790293,0.001099353,0.001317809,0.001496195,0.0005243969,0.002181255,0.001998598,0.001832426,0.01459711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005500836,"about_ca_system_score_gemma":0.001589724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077703,"about_ca_topic_score_gemma":0.0016102,"domain_scores_codex":[0.9981539,0.000652772,0.0003854087,0.000390664,0.0003106084,0.0001067677],"domain_scores_gemma":[0.9792772,0.01628788,0.0008281848,0.001906753,0.001439539,0.0002604963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002201992,0.0008484734,0.009289306,0.003580199,0.000497334,0.0007513474,0.003082593,0.003518542,0.03815509,0.09710042,0.2273306,0.6136441],"study_design_scores_gemma":[0.001289274,0.0008571522,0.0262408,0.0006764894,0.000858313,0.002019294,0.0007650596,0.121243,0.0867445,0.2049855,0.5539744,0.0003460694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.006886437,0.00007339926,0.8184237,0.0001244393,0.0001940654,0.001111567,0.01442676,0.1495135,0.009246013],"genre_scores_gemma":[0.05714844,0.0001570232,0.8748867,0.0002784815,0.000125741,0.01130161,0.01193405,0.02842213,0.0157458],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.06974609,"threshold_uncertainty_score":0.2333239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4634103715123626,"score_gpt":0.6295342610735168,"score_spread":0.1661238895611542,"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."}}