{"id":"W6925204840","doi":"10.17605/osf.io/w9th6","title":"When We Move Together","year":2025,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Law, Ethics, and AI Impact","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003465821,0.0003528385,0.0004146035,0.000307522,0.0003096834,0.0006092046,0.001283544,0.0002919025,0.46289],"category_scores_gemma":[0.002350664,0.0003656069,0.0002590924,0.0003492317,0.0002705866,0.001089025,0.001918629,0.0005627385,0.7118441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329474,"about_ca_system_score_gemma":0.000115918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009088415,"about_ca_topic_score_gemma":0.0001135581,"domain_scores_codex":[0.9968149,0.000101695,0.0005453301,0.001549785,0.0004096984,0.0005786086],"domain_scores_gemma":[0.9964698,0.0002909501,0.0002675926,0.002704177,0.0002197546,0.00004771516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002361579,0.0006357798,0.07485197,0.0008352111,0.000471508,0.00004151181,0.00152736,0.0005766382,0.003307643,0.1664887,0.6824455,0.06858205],"study_design_scores_gemma":[0.0006742517,2.048672e-7,0.009303629,0.0001851576,0.0001003627,0.000002216936,0.0002556555,0.0008348092,0.001394016,0.1768299,0.8100184,0.0004014325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02724074,0.00000749792,0.002480135,0.008253055,0.0008878176,0.0006096381,0.000004381086,0.0003375595,0.9601792],"genre_scores_gemma":[0.3894058,0.00006207841,0.0005239078,0.009610224,0.0006521078,0.0001029432,0.00001674982,0.00006301602,0.5995632],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.362165,"threshold_uncertainty_score":0.9998796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02038942693407607,"score_gpt":0.2617788671096721,"score_spread":0.241389440175596,"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."}}