{"id":"W4403493600","doi":"10.3390/bs14100944","title":"Methodological Variations to Explore Conflicting Results in the Existing Literature of Masking Smile Judgment","year":2024,"lang":"en","type":"article","venue":"Behavioral Sciences","topic":"Face Recognition and Perception","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Laurentian University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Happiness; Psychology; Masking (illustration); Anger; Categorization; Social psychology; Facial expression; Cognitive psychology; Communication; Linguistics","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":["metaresearch","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.05963154,0.001114648,0.001037023,0.001968112,0.001883863,0.001347885,0.002338481,0.001399271,0.007041666],"category_scores_gemma":[0.129617,0.0007780594,0.001317521,0.002071017,0.00224052,0.000804762,0.003378283,0.001941954,0.001628799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009783127,"about_ca_system_score_gemma":0.001551076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001339733,"about_ca_topic_score_gemma":0.003243593,"domain_scores_codex":[0.9629524,0.01702893,0.008903016,0.004529643,0.005833528,0.0007524084],"domain_scores_gemma":[0.9102388,0.04514153,0.005624955,0.01903518,0.01907319,0.0008863494],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02685445,0.007470529,0.08689263,0.02372362,0.002521547,0.002212049,0.03025535,0.00305826,0.2704575,0.05823992,0.02105743,0.4672567],"study_design_scores_gemma":[0.004536797,0.02362799,0.380914,0.006785702,0.006386735,0.003868471,0.00850065,0.01277867,0.1837686,0.08708322,0.2809587,0.0007905281],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3621751,0.01131484,0.4963206,0.004276417,0.007771434,0.07498321,0.003240999,0.001175783,0.03874163],"genre_scores_gemma":[0.3411132,0.003103408,0.4342321,0.005143011,0.001071175,0.2041969,0.001740329,0.0008905945,0.008509417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.998963,"threshold_uncertainty_score":0.3153655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.76612949351714,"score_gpt":0.5389536377558942,"score_spread":0.2271758557612458,"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."}}