{"id":"W4393108766","doi":"","title":"CASPER: A framework to assess the difficulty of exercises in terms of semiotic registers","year":2022,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Health, Education, and Physical Culture","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Semiotics; Computer science; Natural language processing; Artificial intelligence; Linguistics; Philosophy","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":[0.02405944,0.001247316,0.0008293007,0.01540229,0.002633001,0.007243375,0.002405479,0.002474867,0.01317038],"category_scores_gemma":[0.1484793,0.0006904721,0.001319632,0.005971727,0.004536999,0.01205855,0.007450249,0.001860509,0.002525737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002511229,"about_ca_system_score_gemma":0.003640175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005438981,"about_ca_topic_score_gemma":0.004699208,"domain_scores_codex":[0.9700872,0.01486362,0.004878127,0.001918693,0.006838919,0.001413508],"domain_scores_gemma":[0.8686205,0.09282687,0.009990602,0.009655384,0.01692801,0.001978695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001410656,0.000532624,0.1399929,0.001804813,0.0001990942,0.0006202454,0.07152945,0.006490585,0.01078876,0.4078781,0.01091878,0.347834],"study_design_scores_gemma":[0.0002478932,0.001436416,0.1729778,0.001907047,0.0004128447,0.003254778,0.1056793,0.1066031,0.02175449,0.4580328,0.1268767,0.000817046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2582752,0.0003726307,0.6258978,0.001346204,0.0001639082,0.004020438,0.003656648,0.002920768,0.1033464],"genre_scores_gemma":[0.6223508,0.0001218145,0.3668444,0.00009444985,0.00003485814,0.003116468,0.001992543,0.0002996368,0.005145118],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02405944,"threshold_uncertainty_score":0.12724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03172446985398993,"score_gpt":0.3075649848004368,"score_spread":0.2758405149464469,"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."}}