{"id":"W4379984080","doi":"10.1109/aeis59450.2022.00030","title":"Behavioral Mapping, Using NLP to Predict Individual Behavior : Focusing on Towards/Away Behavior","year":2022,"lang":"en","type":"article","venue":"","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Mitacs","keywords":"Artificial intelligence; Computer science; Natural language processing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0015909,0.0007145638,0.0004134733,0.003173576,0.000468584,0.001055586,0.0004137452,0.000609677,0.002102875],"category_scores_gemma":[0.007673038,0.0001292573,0.0004969856,0.001673457,0.0002429448,0.001010688,0.0005090737,0.0006198611,0.001401337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004128627,"about_ca_system_score_gemma":0.0005635268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005365639,"about_ca_topic_score_gemma":0.007233582,"domain_scores_codex":[0.9991715,0.000393548,0.00007945117,0.000171961,0.0001388894,0.00004466402],"domain_scores_gemma":[0.9919412,0.006325805,0.0005172026,0.0003441518,0.0006798083,0.0001917577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005597417,0.001305526,0.412633,0.0006744245,0.0002561127,0.0002814078,0.002117604,0.0152776,0.01111028,0.001656563,0.005990907,0.5481368],"study_design_scores_gemma":[0.00006477193,0.0007913995,0.4511843,0.0002006148,0.0002727247,0.0005929039,0.00354034,0.5043506,0.01879962,0.009177949,0.01087361,0.0001511432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7633886,0.000503163,0.2096923,0.0008909638,0.0001448055,0.0008658954,0.009779561,0.003137082,0.01159768],"genre_scores_gemma":[0.8039491,0.0002474616,0.185503,0.0001167374,0.00005151921,0.0005081259,0.005869474,0.00007846846,0.003676079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005365639,"threshold_uncertainty_score":0.01066881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08143062791456686,"score_gpt":0.3463467068363596,"score_spread":0.2649160789217928,"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."}}