{"id":"W3167650930","doi":"10.29173/cais1197","title":"Many Paths","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Psychological and Educational Research Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Minnesota","keywords":"Curiosity; Transformative learning; Power (physics); Psychology; Interpersonal communication; Social psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0004883167,0.0001911441,0.0003777104,0.00008067887,0.0001318435,0.000609363,0.001097453,0.0001366886,0.0007211388],"category_scores_gemma":[0.01970202,0.0001333604,0.0001896702,0.0004490334,0.0005135494,0.001630634,0.0005254076,0.0003184248,0.00003747724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003325563,"about_ca_system_score_gemma":0.0002000023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008703159,"about_ca_topic_score_gemma":0.000004019982,"domain_scores_codex":[0.9982965,0.00003802313,0.0003869111,0.0003625735,0.0004515967,0.0004644224],"domain_scores_gemma":[0.9623131,0.0002636497,0.0003127618,0.0002056235,0.03676772,0.0001371135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004418194,0.001536549,0.4361543,0.0003695218,0.0005915145,0.00001703534,0.06808446,6.153904e-7,0.03345158,0.2798916,0.15464,0.02482096],"study_design_scores_gemma":[0.000465768,0.00021805,0.7708471,0.0001356906,0.00004262915,0.00005082156,0.0094875,0.000005513637,0.008142306,0.02224903,0.1881439,0.00021178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8427543,0.000583201,0.000006700466,0.00749366,0.0003590541,0.0001454309,0.0001062316,0.00002374512,0.1485277],"genre_scores_gemma":[0.9886584,0.0001930388,0.0001885574,0.0004987018,0.0001583402,0.0000572833,0.000003993029,0.00001275139,0.01022892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3346927,"threshold_uncertainty_score":0.9885554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06070077820642768,"score_gpt":0.3384684938889745,"score_spread":0.2777677156825468,"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."}}