{"id":"W4313343284","doi":"10.1007/978-3-031-23028-8_6","title":"Review of Handwriting Analysis for Predicting Personality Traits","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Handwritten Text Recognition Techniques","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Handwriting; Computer science; Point (geometry); Process (computing); Data science; Artificial intelligence; Artificial neural network; Data mining; Machine learning; Information retrieval","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":[0.001774512,0.001192326,0.001899224,0.004061175,0.0002343299,0.001509367,0.001672874,0.0009561048,0.003503913],"category_scores_gemma":[0.003775227,0.0005385979,0.000842764,0.004316952,0.0004156631,0.00131653,0.0005068248,0.0008885903,0.00368973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004295355,"about_ca_system_score_gemma":0.00111244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003102138,"about_ca_topic_score_gemma":0.004025236,"domain_scores_codex":[0.9992035,0.0001122746,0.0001224414,0.0002753054,0.0002555395,0.00003099316],"domain_scores_gemma":[0.995931,0.002196722,0.0002976455,0.0001473195,0.00132627,0.0001010271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007628492,0.00006309879,0.0009055205,0.006732487,0.00020811,0.0000658958,0.00002567149,0.000308379,0.001643453,0.0004506215,0.0211503,0.9683703],"study_design_scores_gemma":[0.00005946469,0.0007525738,0.02284499,0.01322108,0.001851756,0.003028816,0.000174687,0.003978956,0.01019329,0.00316136,0.9405107,0.0002222384],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006569469,0.9933521,0.003301498,0.0004020404,0.0005464918,0.00002039212,0.00023766,0.00008082296,0.001402069],"genre_scores_gemma":[0.007270033,0.977529,0.007738578,0.0008737833,0.001714855,0.00005116424,0.0008047585,0.00004511372,0.003972702],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004061175,"threshold_uncertainty_score":0.01172179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03048724810276521,"score_gpt":0.2855566614293807,"score_spread":0.2550694133266155,"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."}}