{"id":"W7127593323","doi":"10.7202/1122499ar","title":"Context, Resources and Strategic Choice: Responses to Labour and Skill Shortages","year":2025,"lang":"fr","type":"article","venue":"Relations industrielles","topic":"Migration, Policy, and Dickens Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Government (linguistics); Work (physics); Provisioning; Resource (disambiguation); Labour supply; Civil society; Human resources","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006698849,0.0004760868,0.000447777,0.001344909,0.01239921,0.006486659,0.001252715,0.002952534,0.005643918],"category_scores_gemma":[0.01133697,0.0004838376,0.0003364235,0.001073884,0.01120229,0.003204428,0.01194916,0.00412021,0.0004689184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007285011,"about_ca_system_score_gemma":0.007646008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02366578,"about_ca_topic_score_gemma":0.03751191,"domain_scores_codex":[0.9885476,0.007576088,0.0002478888,0.0003664292,0.0005700922,0.002691857],"domain_scores_gemma":[0.99271,0.003407218,0.000818404,0.0001357833,0.0006414384,0.002287209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007267723,0.0000733293,0.01376334,0.0001997596,0.00001001515,0.002069605,0.9626977,0.0001957478,0.0005823426,0.01047818,0.002948159,0.006909079],"study_design_scores_gemma":[0.000004672939,0.00001840447,0.002392379,0.00007541296,0.000001337045,0.00008357521,0.9857848,0.00006751527,0.00003565981,0.001379119,0.01014635,0.00001074793],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345446,0.000649825,0.0008559761,0.01575244,0.0001895726,0.0001160997,0.00005256948,0.00001877904,0.04782005],"genre_scores_gemma":[0.9953825,0.0002728153,0.0002335374,0.0009732483,0.00001328222,0.00004353686,0.0000158766,0.000009534373,0.003055747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02366578,"threshold_uncertainty_score":0.05285674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193199287800586,"score_gpt":0.3351395375002682,"score_spread":0.2932075446222623,"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."}}