{"id":"W4405565090","doi":"10.2139/ssrn.5062166","title":"The Relationship in Mandatory Reporting: Perspectives of Ontario Telephone Screeners and Investigation Workers","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01964035,0.0002307064,0.0004970699,0.00197099,0.04442692,0.01741062,0.003395035,0.008951485,0.008861918],"category_scores_gemma":[0.05809962,0.0008196348,0.0004271179,0.004463811,0.0206807,0.005805708,0.008920244,0.008041217,0.0004646117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05898298,"about_ca_system_score_gemma":0.102251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8756778,"about_ca_topic_score_gemma":0.9240934,"domain_scores_codex":[0.9741821,0.013991,0.0005930769,0.0007477322,0.0030342,0.00745193],"domain_scores_gemma":[0.9243376,0.04141363,0.009308771,0.001105816,0.009182915,0.01465127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001107444,0.0001558295,0.04650421,0.00004994072,0.00001275539,0.001336836,0.9185103,0.00005608521,0.0002042806,0.01630909,0.01058002,0.006169953],"study_design_scores_gemma":[0.00001518181,0.00002944089,0.01914066,0.0001110611,0.000009327389,0.0001164832,0.9558247,0.00005851699,0.00006956702,0.001121211,0.02347498,0.00002885752],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7315083,0.001893142,0.0003110471,0.2082283,0.0002253227,0.00007502973,0.0001595839,0.000006039962,0.0575932],"genre_scores_gemma":[0.9783834,0.001133067,0.000115902,0.009536127,0.0001143785,0.00005199951,0.00003525395,0.00001330599,0.01061654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1243222,"threshold_uncertainty_score":0.4279534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03285755207355996,"score_gpt":0.3195312032510847,"score_spread":0.2866736511775248,"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."}}