{"id":"W4391378488","doi":"10.1162/99608f92.e3d09bff","title":"Discerning Audiences Through Like Buttons","year":2024,"lang":"en","type":"article","venue":"Harvard Data Science Review","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Aesthetics; Art; Computer science","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":[0.003442109,0.0003064139,0.0003652096,0.002423955,0.001593583,0.006927375,0.0005481479,0.001439442,0.02417994],"category_scores_gemma":[0.01789919,0.0002757172,0.0002471271,0.001411192,0.001861995,0.008607834,0.001607649,0.002468904,0.004835078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008459448,"about_ca_system_score_gemma":0.0009356412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003554758,"about_ca_topic_score_gemma":0.009651462,"domain_scores_codex":[0.9983632,0.0006697315,0.00008154932,0.0002407155,0.0004939847,0.0001508087],"domain_scores_gemma":[0.9857038,0.008720125,0.001228151,0.0003222426,0.00320967,0.0008160482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001912939,0.0000490664,0.0047536,0.001177886,0.00002540983,0.0001369162,0.01377208,0.00002492148,0.0005839582,0.03067159,0.8019843,0.146629],"study_design_scores_gemma":[0.00001819062,0.00003900839,0.01279474,0.001204417,0.0000237062,0.0001522296,0.00951266,0.0000735509,0.0004066376,0.004574955,0.9711741,0.00002596067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04264472,0.1232504,0.005054062,0.3524427,0.03706995,0.0002396235,0.003017036,0.0005328022,0.4357488],"genre_scores_gemma":[0.44004,0.1221059,0.006986658,0.1437463,0.05026682,0.0006386405,0.002438454,0.001180827,0.2325964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02417994,"threshold_uncertainty_score":0.08088994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2906058399536966,"score_gpt":0.5471223570002874,"score_spread":0.2565165170465908,"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."}}