{"id":"W4407264965","doi":"10.29173/cais1991","title":"Leap or Stumble?","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002499311,0.0001734641,0.0003326769,0.001035928,0.007519501,0.005725247,0.001027393,0.001617379,0.01342647],"category_scores_gemma":[0.01183469,0.0001854025,0.0002041089,0.001216456,0.00870891,0.008646,0.00595548,0.00287928,0.002986737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563882,"about_ca_system_score_gemma":0.004155541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03469671,"about_ca_topic_score_gemma":0.05567578,"domain_scores_codex":[0.9975339,0.0005697955,0.00005631375,0.0002357419,0.0005737898,0.001030338],"domain_scores_gemma":[0.9955395,0.0007520378,0.000693683,0.0004071626,0.000831788,0.001775812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000141679,0.0001441741,0.1538733,0.0001789045,0.00003765123,0.002404626,0.396209,0.00005174013,0.001502412,0.07879283,0.1056603,0.2610036],"study_design_scores_gemma":[0.000004975162,0.0000884731,0.04921015,0.0003773687,0.00001285101,0.001399569,0.769275,0.0001161842,0.0003984228,0.01269647,0.1663819,0.00003858511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7196039,0.003084773,0.001791346,0.1744756,0.001038193,0.00003371136,0.000184622,0.00009995683,0.099688],"genre_scores_gemma":[0.9709604,0.001051396,0.0004553842,0.01055028,0.0001217633,0.00001441304,0.00004973146,0.00002954548,0.01676704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03469671,"threshold_uncertainty_score":0.06898946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980428088648153,"score_gpt":0.3163783020987441,"score_spread":0.2865740212122626,"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."}}