{"id":"W4385233073","doi":"10.1139/cjc-2023-0078","title":"Introduction to the WATOC Special Issue","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Chemistry","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Lethbridge; University of Alberta; Dalhousie University","funders":"","keywords":"Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001329424,0.00005290936,0.00008897092,0.0001118496,0.0001392493,0.0001956828,0.0005615455,0.00002555787,0.009450201],"category_scores_gemma":[0.001340566,0.00003305748,0.00006000865,0.000642357,0.00003363013,0.0001128533,0.00001604108,0.0001297466,0.0009302791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001221411,"about_ca_system_score_gemma":0.001114922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001098968,"about_ca_topic_score_gemma":0.0008642758,"domain_scores_codex":[0.9988347,0.00001842507,0.0003295166,0.0001104707,0.0005379517,0.000168989],"domain_scores_gemma":[0.9988038,0.00009800334,0.0001355615,0.0002063126,0.0003764141,0.0003799082],"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":[0.000002408651,0.0000025404,0.0007741746,9.735579e-7,0.000005837494,0.000005690309,0.0004416657,0.00008142247,0.002149523,0.00003130631,0.9840617,0.01244282],"study_design_scores_gemma":[0.00005003628,0.00001427798,0.004754301,0.000003925195,0.000002791488,0.00002155769,0.002639511,0.000007156449,0.007897366,0.001964352,0.9826031,0.00004161085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.594299,0.00003432558,0.00003712402,0.38455,0.004518413,0.00006781938,0.00001180775,0.000003682276,0.01647781],"genre_scores_gemma":[0.7917591,0.000005603677,0.0001265558,0.001482795,0.09901263,0.000004651758,0.000006562493,0.000009852823,0.1075923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3830673,"threshold_uncertainty_score":0.9998476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04373350277415663,"score_gpt":0.3469836134049105,"score_spread":0.3032501106307539,"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."}}