{"id":"W6943878367","doi":"10.17605/osf.io/86x9z","title":"Prediction of spending behaviour - Study 1","year":2021,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychological intervention; Consumption (sociology); Work (physics); Behaviour change; Affect (linguistics)","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":[0.003775288,0.0009698286,0.0007115948,0.0005953092,0.0009991423,0.001105509,0.001115641,0.001282801,0.007940089],"category_scores_gemma":[0.009300746,0.0008927606,0.002086343,0.0005146146,0.0003661521,0.001052785,0.001037163,0.00273323,0.003098828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005008722,"about_ca_system_score_gemma":0.0006341877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01765754,"about_ca_topic_score_gemma":0.01580228,"domain_scores_codex":[0.9987512,0.0007498302,0.00008557659,0.0001756504,0.0001057244,0.0001319624],"domain_scores_gemma":[0.9941428,0.001816015,0.001378212,0.001258075,0.0004942512,0.0009106012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002825641,0.006142131,0.9799881,0.00005915274,0.0005008999,0.00005418829,0.0005699167,0.0005322421,0.0001706066,0.0001948803,0.002238272,0.006724069],"study_design_scores_gemma":[0.0003258008,0.003025414,0.9916543,0.00003724403,0.0002533038,0.000106582,0.0004875915,0.002121442,0.0001902679,0.0002183851,0.001549102,0.00003055114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951762,0.0000905674,0.000234652,0.0001336742,0.00002837236,0.0001755732,0.002899945,0.00002094778,0.001240139],"genre_scores_gemma":[0.9813634,0.0002321488,0.0008967905,0.0001882973,0.00005872194,0.0007553177,0.009688064,0.00002614124,0.006791099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01765754,"threshold_uncertainty_score":0.03510952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03639430278423159,"score_gpt":0.2907583051969299,"score_spread":0.2543640024126983,"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."}}